{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "25f35854",
   "metadata": {},
   "source": [
    "## 实践 猎聘网站\n",
    "> 1. 实现基本数据获取\n",
    "> 1. 实现岗位数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "93bc9084",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['产品开发', '产品规划', '产品运营'], 'title': '电商产品经理', 'salary': '10-15k·13薪', 'dq': '广州-越秀区', 'jobKind': '2', 'refreshTime': '20230421104505', 'jobId': '58002363', 'requireWorkYears': '1-3年', 'requireEduLevel': '大专', 'topJob': True, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1958002363.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'advViewFlag': True}, 'comp': {'compId': 9720899, 'compScale': '50-99人', 'compLogo': '62946d5979452e421251b7f707u.png', 'compName': '广州愚记贸易有限公司', 'compIndustry': '批发/零售', 'link': 'https://www.liepin.com/company/9720899/'}, 'recruiter': {'imId': '561ff6e28a2e9cb4aa6795a3148228ff', 'imUserType': '2', 'recruiterName': '刘女士', 'recruiterTitle': 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'%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2231935443%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"imUserType\":\"2\",\"jobId\":\"31935443\",\"recruiterName\":\"邱女士\",\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"recruiterPhoto\":\"62903e4ce4c190153f6f304c06u.jpg\"}'}, {'job': {'labels': ['增长产品'], 'title': '活动PM', 'salary': '薪资面议', 'dq': '广州', 'jobKind': '2', 'refreshTime': '20210615114605', 'jobId': '25415919', 'requireWorkYears': '3-5年', 'requireEduLevel': '统招本科', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1925415919.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'advViewFlag': False}, 'comp': {'compId': 6629285, 'compScale': '2000-5000人', 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compName': '恩梯梯数据(中国)', 'compIndustry': 'IT服务', 'link': 'https://www.liepin.com/company/6629285/'}, 'recruiter': {'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'chatted': False, 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368'}, 'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2225415919%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobId\":\"25415919\",\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'}, {'job': {'labels': ['K12教育', '教育行业', '海外产品', '数据产品', '工具产品'], 'title': '软件产品经理', 'salary': '25-40k', 'dq': '广州-黄埔区', 'jobKind': '1', 'refreshTime': '20230511103714', 'jobId': '45486777', 'requireWorkYears': '5-10年', 'requireEduLevel': '统招本科', 'topJob': False, 'link': 'https://www.liepin.com/a/45486777.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'advViewFlag': False}, 'comp': {'compScale': '5000-10000人', 'compStage': '已上市', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州计算机软件上市公司', 'compIndustry': '计算机软件', 'link': ''}, 'recruiter': {'imId': '7c05f20f8a23faaa4383db9bf147ecbd', 'imUserType': '2', 'recruiterName': '张先生', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '61bfe8e8d8489c6530a2c4db06u.jpeg', 'recruiterId': '1bb6c055b07f554dbce99e0b13d1f3a4'}, 'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245486777%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobKind\":\"1\",\"imId\":\"7c05f20f8a23faaa4383db9bf147ecbd\",\"imUserType\":\"2\",\"jobId\":\"45486777\",\"recruiterName\":\"张先生\",\"userId\":\"1bb6c055b07f554dbce99e0b13d1f3a4\",\"recruiterPhoto\":\"61bfe8e8d8489c6530a2c4db06u.jpeg\"}'}, {'job': {'labels': ['供应链产品', '数据分析'], 'title': '产品经理助理', 'salary': '5-7k·13薪', 'dq': '广州-番禺区', 'jobKind': '2', 'refreshTime': '20230504135056', 'jobId': '57816811', 'requireWorkYears': '1-3年', 'requireEduLevel': '大专', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1957816811.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'advViewFlag': False}, 'comp': {'compId': 9730786, 'compScale': '100-499人', 'compLogo': '6260c4f2d16c9b55d258a16501u.png', 'compName': '京邦集团', 'compIndustry': '电子/半导体/集成电路', 'link': 'https://www.liepin.com/company/9730786/'}, 'recruiter': {'imId': '5fdfb4259befbf07160bef405ccde8ba', 'imUserType': '2', 'recruiterName': '杜先生', 'recruiterTitle': '', 'chatted': False, 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg', 'recruiterId': 'c8d145acb0a3162c59941f318d428c38'}, 'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257816811%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"imId\":\"5fdfb4259befbf07160bef405ccde8ba\",\"imUserType\":\"2\",\"jobId\":\"57816811\",\"recruiterName\":\"杜先生\",\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'}], 'compList': []}, 'pagination': {'totalPage': 10, 'pageSize': 40, 'currentPage': 0, 'totalCounts': 802, 'hasNext': False}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bdde8464",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "933f9c2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"561ff6e28a2e9cb4aa6795a...</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230421104505</td>\n",
       "      <td>58002363</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>...</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/9720899/</td>\n",
       "      <td>561ff6e28a2e9cb4aa6795a3148228ff</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>e478580dede58f33b410edb79f6d12d0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"ff2f3f5a9fff3611062c1b1...</td>\n",
       "      <td>[临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]</td>\n",
       "      <td>临床项目经理PM</td>\n",
       "      <td>20-28k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230511163715</td>\n",
       "      <td>58486091</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/9649909/</td>\n",
       "      <td>ff2f3f5a9fff3611062c1b1ee9c7454d</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>c5724f323b2da66af8b40e43da5740a5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"0ce6f53a162e27cc9427b88...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230512143009</td>\n",
       "      <td>50965433</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"d874c5f87567784901ab80e...</td>\n",
       "      <td>[商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...</td>\n",
       "      <td>产品经理/Product Manager</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>20230512175807</td>\n",
       "      <td>44053277</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td></td>\n",
       "      <td>d874c5f87567784901ab80e4a8b96567</td>\n",
       "      <td>2</td>\n",
       "      <td>谌女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>5cb81b959fae687d43164cca03u.jpg</td>\n",
       "      <td>1ddf52f28236620a73d520f2e8bd293b</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"c161b9ea744ffb27d0e00b2...</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>57679297</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>c161b9ea744ffb27d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"8595d9ba8d1a1a2d801c17c...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Product Sales Manager MR 产品销售经理 广州</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230303234707</td>\n",
       "      <td>56689685</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/8916227/</td>\n",
       "      <td>8595d9ba8d1a1a2d801c17c79e240538</td>\n",
       "      <td>2</td>\n",
       "      <td>翁女士</td>\n",
       "      <td>Recruiter-Talent Acquisition</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>f08748e81b3b0757d734fc6b171fa589</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"f8a500e0eab81d475153eb2...</td>\n",
       "      <td>[神外, 医生]</td>\n",
       "      <td>神外产品销售经理 Product Sales Manager</td>\n",
       "      <td>12-15k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230428143658</td>\n",
       "      <td>58215521</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7023768/</td>\n",
       "      <td>f8a500e0eab81d475153eb2d84a8b1de</td>\n",
       "      <td>2</td>\n",
       "      <td>张先生</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>5445ba45a2189a2b1a078f176245fc3b</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"0ce6f53a162e27cc9427b88...</td>\n",
       "      <td>[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230512143009</td>\n",
       "      <td>57794503</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"14a8accf08a04a521806a0c...</td>\n",
       "      <td>[]</td>\n",
       "      <td>化妆品原料产品经理</td>\n",
       "      <td>30-45k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>20230507193936</td>\n",
       "      <td>45379571</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td></td>\n",
       "      <td>14a8accf08a04a521806a0cca0964ad2</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>6334ed78b3675f2b6ab1bc9801u.jpeg</td>\n",
       "      <td>9780c9933530029971f2c48a1f2fc365</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"c55d8c37c29999932efebeb...</td>\n",
       "      <td>[化妆品, to B]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-29k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1</td>\n",
       "      <td>20230425140852</td>\n",
       "      <td>45380041</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td></td>\n",
       "      <td>c55d8c37c29999932efebeb7f272cb14</td>\n",
       "      <td>2</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>62a6c09a08bee4201e5c618f05u.png</td>\n",
       "      <td>7660709be664be56c32a8aef2aff706d</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"8cd623ca6b256b8f27604c8...</td>\n",
       "      <td>[IT互联网, to C, 移动端产品, 产品规划]</td>\n",
       "      <td>高级产品PM</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230510085022</td>\n",
       "      <td>58425003</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>https://www.liepin.com/company/13538001/</td>\n",
       "      <td>8cd623ca6b256b8f27604c803496f761</td>\n",
       "      <td>2</td>\n",
       "      <td>戴先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>76b3c5fa37c28d5b0833ed7f44c37e6d</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"7908151abdbef12e2efebeb...</td>\n",
       "      <td>[web端产品]</td>\n",
       "      <td>AI应用产品经理/港资企业正编/双休WLB</td>\n",
       "      <td>15-24k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1</td>\n",
       "      <td>20230306145244</td>\n",
       "      <td>44113675</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>7908151abdbef12e2efebeb7f272cb14</td>\n",
       "      <td>2</td>\n",
       "      <td>曾女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>62c6abbf1551f613ff3fa49a08u.png</td>\n",
       "      <td>ef813c13d17ddf72662825202deeb056</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"fadfc2ceb1f0029d4ad8543...</td>\n",
       "      <td>[to C, 消费品, 电子商务]</td>\n",
       "      <td>eWMS产品经理</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230512144309</td>\n",
       "      <td>57001973</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>fadfc2ceb1f0029d4ad85438c465a917</td>\n",
       "      <td>2</td>\n",
       "      <td>冯先生</td>\n",
       "      <td>Recruiter</td>\n",
       "      <td>False</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>f7de5de3cbf7fd89b9bfda7f445931e2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"6fa10ff6ea77d091528dabe...</td>\n",
       "      <td>[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...</td>\n",
       "      <td>自动驾驶（硬件）产品经理</td>\n",
       "      <td>25-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20230505092519</td>\n",
       "      <td>57223711</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>6fa10ff6ea77d091528dabef14b76f2d</td>\n",
       "      <td>2</td>\n",
       "      <td>程先生</td>\n",
       "      <td>招聘专家</td>\n",
       "      <td>False</td>\n",
       "      <td>63a46574fd38b10039f0b94b05u.png</td>\n",
       "      <td>1147dd557533b4567e1472c76bc04ebd</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"985c18edc2b4008b04612e6...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品销售经理-广州</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>20230511101127</td>\n",
       "      <td>43492441</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>985c18edc2b4008b04612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8fa3bdea60860b75385c7e08u.png</td>\n",
       "      <td>b61494f006ea807945c2c8b358b10fa1</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"24c1cab13ef9bc2e801c17c...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230512113721</td>\n",
       "      <td>56876529</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "      <td>24c1cab13ef9bc2e801c17c79e240538</td>\n",
       "      <td>2</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>57a52ed73fed146b4c632be0178bfd3f</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"d4cc4bca17cae276aefc9b4...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>57157157</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>d4cc4bca17cae276aefc9b4a2bd8879c</td>\n",
       "      <td>2</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"37476b87b3e233679f90a7b...</td>\n",
       "      <td>[化妆品, 消费品, 产品开发]</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>20230411142619</td>\n",
       "      <td>45187159</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "      <td>37476b87b3e233679f90a7bcfdb96d0e</td>\n",
       "      <td>2</td>\n",
       "      <td>宋女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>6100c9081d756a75997a266703u.jpg</td>\n",
       "      <td>375a1dfe17607510a0693c119d820cfb</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"73f267275bfde46ce68ea51...</td>\n",
       "      <td>[]</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1</td>\n",
       "      <td>20230425143147</td>\n",
       "      <td>45327891</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td></td>\n",
       "      <td>73f267275bfde46ce68ea511f8a9efc5</td>\n",
       "      <td>2</td>\n",
       "      <td>唐女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>1d96d00cfe919fa26a1adf5987777a35</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"edbe6a7c4ed9d6e5aaa70b1...</td>\n",
       "      <td>[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>18-40k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230426112936</td>\n",
       "      <td>30477665</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/9283329/</td>\n",
       "      <td>edbe6a7c4ed9d6e5aaa70b13e477f173</td>\n",
       "      <td>2</td>\n",
       "      <td>Keli Tang</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>8d90c26ed477481c5bfe988e1b72f121</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"d9615c119bb132bd55a0b65...</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>20230413114524</td>\n",
       "      <td>44978805</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>d9615c119bb132bd55a0b6511a508218</td>\n",
       "      <td>2</td>\n",
       "      <td>林先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>62f7aab56555120790d6013103u.png</td>\n",
       "      <td>ec2448066ad5cdf94f25083a3243b675</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"beff7093463e459a6133480...</td>\n",
       "      <td>[数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>56295007</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "      <td>beff7093463e459a613348042573671f</td>\n",
       "      <td>2</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>ed79e9abb562c2c2e3f3af8aab9ad0d7</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"bd0efb08acc7704271de52c...</td>\n",
       "      <td>[]</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>43037645</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/2664546/</td>\n",
       "      <td>bd0efb08acc7704271de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>张先生</td>\n",
       "      <td>112</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>80a35acbf6b5573c5c8cd7b9f6ba8101</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"18f5af2ced812a43d6a9d12...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20220319162445</td>\n",
       "      <td>35923437</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>18f5af2ced812a43d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>7f371db882206fccd2bdf1809a52d3e6</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"feaaf399e43a569d2932386...</td>\n",
       "      <td>[商品管理, 产品企划, 商品运营]</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td>14-28k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>50466807</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>feaaf399e43a569d29323863fa1c0b93</td>\n",
       "      <td>2</td>\n",
       "      <td>陈先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>3466dbf14ff3a1923d3d8a2c8cd5b370</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"7b8081a6d08696bafaf1d0d...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理-产品企划(J13606)</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230206112123</td>\n",
       "      <td>55829685</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>7b8081a6d08696bafaf1d0d00bd33fc5</td>\n",
       "      <td>2</td>\n",
       "      <td>林女士</td>\n",
       "      <td>人力资源业务合作伙伴</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>308332da68f592edf82050c4b8bff969</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"9cfdabc8878349689809d03...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>20230512103745</td>\n",
       "      <td>45177357</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>...</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"8a0305395cddc174dfb6df2...</td>\n",
       "      <td>[供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>20230413092954</td>\n",
       "      <td>45253831</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td>8a0305395cddc174dfb6df235db455f2</td>\n",
       "      <td>2</td>\n",
       "      <td>赵女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>606ff339fd3cfa235c8a104e02u.png</td>\n",
       "      <td>a94c79b32e2ac4b0b0a633f2b1b00a0c</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"3a5b505a337c783db090656...</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>20230512085834</td>\n",
       "      <td>45263747</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td>3a5b505a337c783db090656a5246961f</td>\n",
       "      <td>2</td>\n",
       "      <td>蔡先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8fa3a78dbe6273dcf85e2608u.png</td>\n",
       "      <td>8fc7562cc0d10f9479c452c56622eaa4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"0d2213fbc6520bd4e4cd5c0...</td>\n",
       "      <td>[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230512151232</td>\n",
       "      <td>54145433</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>0d2213fbc6520bd4e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>杜先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>cd24cb737616cf6b537f73a32e6c2ba3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"ecb69f58b8af2fa07bed4a5...</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230511100434</td>\n",
       "      <td>55992453</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>ecb69f58b8af2fa07bed4a56d1662c8b</td>\n",
       "      <td>2</td>\n",
       "      <td>郑先生</td>\n",
       "      <td>HRM</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>71e39b9fa38c7913909ac669ef10aa84</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"927752d28c878e66e4cd5c0...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>57403583</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>927752d28c878e66e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"b46e176196ab3b129941166...</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>20230419100536</td>\n",
       "      <td>45422545</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td>b46e176196ab3b129941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>600a795d845ac93d96472a1605u.png</td>\n",
       "      <td>0fa2d60e2668081853ee69faf212d0bc</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"767685575712890413dd849...</td>\n",
       "      <td>[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]</td>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>15-20k·20薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230508130514</td>\n",
       "      <td>48554057</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>767685575712890413dd84912f51618a</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>0f80a6460fa3a5f3c33c5fd0dac95307</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"9e5b45289ab5581e3371937...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>48905275</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>9e5b45289ab5581e337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>唐女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>69bf0604ae10eb243f03c06e2c7db374</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"b76b2be27ab4a4746042c17...</td>\n",
       "      <td>[]</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>23154709</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"d458df6acc9507089941166...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>31935443</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "      <td>d458df6acc9507089941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>邱女士</td>\n",
       "      <td>人力资源管理</td>\n",
       "      <td>False</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>2b6b0643bf65c612313162312f0bffed</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"b76b2be27ab4a4746042c17...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>25415919</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"imId\":\"7c05f20f8a23faaa4383db9...</td>\n",
       "      <td>[K12教育, 教育行业, 海外产品, 数据产品, 工具产品]</td>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>1</td>\n",
       "      <td>20230511103714</td>\n",
       "      <td>45486777</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>7c05f20f8a23faaa4383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>张先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>61bfe8e8d8489c6530a2c4db06u.jpeg</td>\n",
       "      <td>1bb6c055b07f554dbce99e0b13d1f3a4</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"5fdfb4259befbf07160bef4...</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230504135056</td>\n",
       "      <td>57816811</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>...</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>杜先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
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       "8   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
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       "10  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
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       "22  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
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       "25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "26  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "27  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "28  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "31  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "32  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "33  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "34  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "38  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"2\",\"imId\":\"561ff6e28a2e9cb4aa6795a...   \n",
       "1   {\"jobKind\":\"2\",\"imId\":\"ff2f3f5a9fff3611062c1b1...   \n",
       "2   {\"jobKind\":\"2\",\"imId\":\"0ce6f53a162e27cc9427b88...   \n",
       "3   {\"jobKind\":\"1\",\"imId\":\"d874c5f87567784901ab80e...   \n",
       "4   {\"jobKind\":\"2\",\"imId\":\"c161b9ea744ffb27d0e00b2...   \n",
       "5   {\"jobKind\":\"2\",\"imId\":\"8595d9ba8d1a1a2d801c17c...   \n",
       "6   {\"jobKind\":\"2\",\"imId\":\"f8a500e0eab81d475153eb2...   \n",
       "7   {\"jobKind\":\"2\",\"imId\":\"0ce6f53a162e27cc9427b88...   \n",
       "8   {\"jobKind\":\"1\",\"imId\":\"14a8accf08a04a521806a0c...   \n",
       "9   {\"jobKind\":\"1\",\"imId\":\"c55d8c37c29999932efebeb...   \n",
       "10  {\"jobKind\":\"2\",\"imId\":\"8cd623ca6b256b8f27604c8...   \n",
       "11  {\"jobKind\":\"1\",\"imId\":\"7908151abdbef12e2efebeb...   \n",
       "12  {\"jobKind\":\"2\",\"imId\":\"fadfc2ceb1f0029d4ad8543...   \n",
       "13  {\"jobKind\":\"2\",\"imId\":\"6fa10ff6ea77d091528dabe...   \n",
       "14  {\"jobKind\":\"1\",\"imId\":\"985c18edc2b4008b04612e6...   \n",
       "15  {\"jobKind\":\"2\",\"imId\":\"24c1cab13ef9bc2e801c17c...   \n",
       "16  {\"jobKind\":\"2\",\"imId\":\"d4cc4bca17cae276aefc9b4...   \n",
       "17  {\"jobKind\":\"1\",\"imId\":\"37476b87b3e233679f90a7b...   \n",
       "18  {\"jobKind\":\"1\",\"imId\":\"73f267275bfde46ce68ea51...   \n",
       "19  {\"jobKind\":\"2\",\"imId\":\"edbe6a7c4ed9d6e5aaa70b1...   \n",
       "20  {\"jobKind\":\"1\",\"imId\":\"d9615c119bb132bd55a0b65...   \n",
       "21  {\"jobKind\":\"2\",\"imId\":\"beff7093463e459a6133480...   \n",
       "22  {\"jobKind\":\"2\",\"imId\":\"bd0efb08acc7704271de52c...   \n",
       "23  {\"jobKind\":\"2\",\"imId\":\"18f5af2ced812a43d6a9d12...   \n",
       "24  {\"jobKind\":\"2\",\"imId\":\"feaaf399e43a569d2932386...   \n",
       "25  {\"jobKind\":\"2\",\"imId\":\"7b8081a6d08696bafaf1d0d...   \n",
       "26  {\"jobKind\":\"1\",\"imId\":\"9cfdabc8878349689809d03...   \n",
       "27  {\"jobKind\":\"1\",\"imId\":\"8a0305395cddc174dfb6df2...   \n",
       "28  {\"jobKind\":\"1\",\"imId\":\"3a5b505a337c783db090656...   \n",
       "29  {\"jobKind\":\"2\",\"imId\":\"0d2213fbc6520bd4e4cd5c0...   \n",
       "30  {\"jobKind\":\"2\",\"imId\":\"ecb69f58b8af2fa07bed4a5...   \n",
       "31  {\"jobKind\":\"2\",\"imId\":\"927752d28c878e66e4cd5c0...   \n",
       "32  {\"jobKind\":\"1\",\"imId\":\"b46e176196ab3b129941166...   \n",
       "33  {\"jobKind\":\"2\",\"imId\":\"767685575712890413dd849...   \n",
       "34  {\"jobKind\":\"2\",\"imId\":\"9e5b45289ab5581e3371937...   \n",
       "35  {\"jobKind\":\"2\",\"imId\":\"b76b2be27ab4a4746042c17...   \n",
       "36  {\"jobKind\":\"2\",\"imId\":\"d458df6acc9507089941166...   \n",
       "37  {\"jobKind\":\"2\",\"imId\":\"b76b2be27ab4a4746042c17...   \n",
       "38  {\"jobKind\":\"1\",\"imId\":\"7c05f20f8a23faaa4383db9...   \n",
       "39  {\"jobKind\":\"2\",\"imId\":\"5fdfb4259befbf07160bef4...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0                                  [产品开发, 产品规划, 产品运营]   \n",
       "1         [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]   \n",
       "2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "3   [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...   \n",
       "4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]   \n",
       "5                                                  []   \n",
       "6                                            [神外, 医生]   \n",
       "7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       "8                                                  []   \n",
       "9                                         [化妆品, to B]   \n",
       "10                         [IT互联网, to C, 移动端产品, 产品规划]   \n",
       "11                                           [web端产品]   \n",
       "12                                  [to C, 消费品, 电子商务]   \n",
       "13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...   \n",
       "14                                                 []   \n",
       "15                                                 []   \n",
       "16                                             [泌尿外科]   \n",
       "17                                   [化妆品, 消费品, 产品开发]   \n",
       "18                                                 []   \n",
       "19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       "20                                             [to C]   \n",
       "21  [数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...   \n",
       "22                                                 []   \n",
       "23                                                 []   \n",
       "24                                 [商品管理, 产品企划, 商品运营]   \n",
       "25                                                 []   \n",
       "26                                 [市场营销, 产品管理, 产品开发]   \n",
       "27  [供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...   \n",
       "28  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       "29              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]   \n",
       "30                                             [品牌策划]   \n",
       "31  [CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...   \n",
       "32  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       "33                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]   \n",
       "34                                [产品优化, 二次元在研, 项目管理]   \n",
       "35                                                 []   \n",
       "36                                             [数据分析]   \n",
       "37                                             [增长产品]   \n",
       "38                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]   \n",
       "39                                      [供应链产品, 数据分析]   \n",
       "\n",
       "                                       job.title  job.salary  job.dq  \\\n",
       "0                                         电商产品经理  10-15k·13薪  广州-越秀区   \n",
       "1                                       临床项目经理PM  20-28k·14薪  广州-海珠区   \n",
       "2                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区   \n",
       "3                           产品经理/Product Manager      20-30k      广州   \n",
       "4                            产品经理Product Manager      20-25k  广州-番禺区   \n",
       "5             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区   \n",
       "6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  广州-越秀区   \n",
       "7                              助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区   \n",
       "8                                      化妆品原料产品经理  30-45k·14薪      广州   \n",
       "9                                           产品经理      25-29k  广州-天河区   \n",
       "10                                        高级产品PM      20-35k  广州-天河区   \n",
       "11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区   \n",
       "12                                      eWMS产品经理  20-40k·14薪  广州-天河区   \n",
       "13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州   \n",
       "14                                     产品销售经理-广州  20-40k·16薪      广州   \n",
       "15                    Automation Product Manager  20-40k·13薪  广州-天河区   \n",
       "16                                        医药产品经理  25-30k·14薪  广州-越秀区   \n",
       "17  Assistant Product Manager / Product Manager   18-30k·13薪      广州   \n",
       "18                                        硬件产品经理  30-50k·14薪  广州-海珠区   \n",
       "19                                          产品经理  18-40k·14薪  广州-越秀区   \n",
       "20                          eWMS Product Manager  20-40k·15薪      广州   \n",
       "21                                 产品经理（企业数字化转型）       6-10k  广州-天河区   \n",
       "22                                        数码产品经理        薪资面议      广州   \n",
       "23                                  产品经理（工业消洗产品）      12-30k      广州   \n",
       "24                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区   \n",
       "25                             产品经理-产品企划(J13606)      15-25k  广州-天河区   \n",
       "26                              Product Manager       25-30k      广州   \n",
       "27                                          产品经理      20-30k      广州   \n",
       "28                                          产品经理      20-30k      广州   \n",
       "29                          eWMS Product Manager        薪资面议  广州-天河区   \n",
       "30                                        产品策划经理      15-25k  广州-白云区   \n",
       "31                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区   \n",
       "32                                          产品经理  15-30k·15薪      广州   \n",
       "33                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区   \n",
       "34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区   \n",
       "35                                        数字营销PM        薪资面议  广州-天河区   \n",
       "36                                          游戏PM  15-30k·13薪  广州-海珠区   \n",
       "37                                          活动PM        薪资面议      广州   \n",
       "38                                        软件产品经理      25-40k  广州-黄埔区   \n",
       "39                                        产品经理助理    5-7k·13薪  广州-番禺区   \n",
       "\n",
       "   job.jobKind job.refreshTime job.jobId job.requireWorkYears  ...  \\\n",
       "0            2  20230421104505  58002363                 1-3年  ...   \n",
       "1            2  20230511163715  58486091                 3-5年  ...   \n",
       "2            2  20230512143009  50965433                 3-5年  ...   \n",
       "3            1  20230512175807  44053277                5-10年  ...   \n",
       "4            2  20230410215438  57679297                 3-5年  ...   \n",
       "5            2  20230303234707  56689685                5-10年  ...   \n",
       "6            2  20230428143658  58215521                 1-3年  ...   \n",
       "7            2  20230512143009  57794503                 3-5年  ...   \n",
       "8            1  20230507193936  45379571                 3-5年  ...   \n",
       "9            1  20230425140852  45380041                 3-5年  ...   \n",
       "10           2  20230510085022  58425003                 1-3年  ...   \n",
       "11           1  20230306145244  44113675                5-10年  ...   \n",
       "12           2  20230512144309  57001973                 经验不限  ...   \n",
       "13           2  20230505092519  57223711                 经验不限  ...   \n",
       "14           1  20230511101127  43492441                 3-5年  ...   \n",
       "15           2  20230512113721  56876529                5-10年  ...   \n",
       "16           2  20230321153342  57157157                 1-3年  ...   \n",
       "17           1  20230411142619  45187159                5-10年  ...   \n",
       "18           1  20230425143147  45327891                5-10年  ...   \n",
       "19           2  20230426112936  30477665                5-10年  ...   \n",
       "20           1  20230413114524  44978805                 经验不限  ...   \n",
       "21           2  20230221094711  56295007                 3-5年  ...   \n",
       "22           2  20210913204744  43037645                 3-5年  ...   \n",
       "23           2  20220319162445  35923437                 3-5年  ...   \n",
       "24           2  20221116184947  50466807                 3-5年  ...   \n",
       "25           2  20230206112123  55829685                5-10年  ...   \n",
       "26           1  20230512103745  45177357                 1-3年  ...   \n",
       "27           1  20230413092954  45253831                10年以上  ...   \n",
       "28           1  20230512085834  45263747                5-10年  ...   \n",
       "29           2  20230512151232  54145433                5-10年  ...   \n",
       "30           2  20230511100434  55992453                5-10年  ...   \n",
       "31           2  20230329180701  57403583                 3-5年  ...   \n",
       "32           1  20230419100536  45422545                5-10年  ...   \n",
       "33           2  20230508130514  48554057                 3-5年  ...   \n",
       "34           2  20220928174530  48905275                5-10年  ...   \n",
       "35           2  20200728103437  23154709                5-10年  ...   \n",
       "36           2  20200921191755  31935443                 3-5年  ...   \n",
       "37           2  20210615114605  25415919                 3-5年  ...   \n",
       "38           1  20230511103714  45486777                5-10年  ...   \n",
       "39           2  20230504135056  57816811                 1-3年  ...   \n",
       "\n",
       "   comp.compIndustry                                 comp.link  \\\n",
       "0              批发/零售   https://www.liepin.com/company/9720899/   \n",
       "1                 制药   https://www.liepin.com/company/9649909/   \n",
       "2             贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       "3              机械/设备                                             \n",
       "4               IT服务  https://www.liepin.com/company/13315477/   \n",
       "5               医疗器械   https://www.liepin.com/company/8916227/   \n",
       "6                 制药   https://www.liepin.com/company/7023768/   \n",
       "7             贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       "8             贸易/进出口                                             \n",
       "9             贸易/进出口                                             \n",
       "10            人力资源服务  https://www.liepin.com/company/13538001/   \n",
       "11          食品/饮料/酒水                                             \n",
       "12                日化    https://www.liepin.com/company/873330/   \n",
       "13              人工智能   https://www.liepin.com/company/9491766/   \n",
       "14              医疗器械                                             \n",
       "15              医疗器械   https://www.liepin.com/company/8506529/   \n",
       "16                制药   https://www.liepin.com/company/8275623/   \n",
       "17                日化                                             \n",
       "18           电气机械/器材                                             \n",
       "19            专业技术服务   https://www.liepin.com/company/9283329/   \n",
       "20          食品/饮料/酒水                                             \n",
       "21              通信设备   https://www.liepin.com/company/7863327/   \n",
       "22             计算机软件   https://www.liepin.com/company/2664546/   \n",
       "23                制药   https://www.liepin.com/company/7932064/   \n",
       "24          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       "25          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       "26                日化                                             \n",
       "27              IT服务                                             \n",
       "28              IT服务                                             \n",
       "29                日化    https://www.liepin.com/company/873330/   \n",
       "30               互联网   https://www.liepin.com/company/9660700/   \n",
       "31               互联网   https://www.liepin.com/company/8361671/   \n",
       "32              IT服务                                             \n",
       "33                制药   https://www.liepin.com/company/7932064/   \n",
       "34                游戏    https://www.liepin.com/company/803274/   \n",
       "35              IT服务   https://www.liepin.com/company/6629285/   \n",
       "36                游戏   https://www.liepin.com/company/8307104/   \n",
       "37              IT服务   https://www.liepin.com/company/6629285/   \n",
       "38             计算机软件                                             \n",
       "39       电子/半导体/集成电路   https://www.liepin.com/company/9730786/   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  \\\n",
       "0   561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       "1   ff2f3f5a9fff3611062c1b1ee9c7454d                    2   \n",
       "2   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       "3   d874c5f87567784901ab80e4a8b96567                    2   \n",
       "4   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       "5   8595d9ba8d1a1a2d801c17c79e240538                    2   \n",
       "6   f8a500e0eab81d475153eb2d84a8b1de                    2   \n",
       "7   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       "8   14a8accf08a04a521806a0cca0964ad2                    2   \n",
       "9   c55d8c37c29999932efebeb7f272cb14                    2   \n",
       "10  8cd623ca6b256b8f27604c803496f761                    2   \n",
       "11  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       "12  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       "13  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       "14  985c18edc2b4008b04612e645251413c                    2   \n",
       "15  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       "16  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       "17  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       "18  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       "19  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       "20  d9615c119bb132bd55a0b6511a508218                    2   \n",
       "21  beff7093463e459a613348042573671f                    2   \n",
       "22  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       "23  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       "24  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       "25  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       "26  9cfdabc8878349689809d03804875792                    2   \n",
       "27  8a0305395cddc174dfb6df235db455f2                    2   \n",
       "28  3a5b505a337c783db090656a5246961f                    2   \n",
       "29  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       "30  ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       "31  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       "32  b46e176196ab3b129941166e65ebdb6f                    2   \n",
       "33  767685575712890413dd84912f51618a                    2   \n",
       "34  9e5b45289ab5581e337193710fe42056                    2   \n",
       "35  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       "36  d458df6acc9507089941166e65ebdb6f                    2   \n",
       "37  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       "38  7c05f20f8a23faaa4383db9bf147ecbd                    2   \n",
       "39  5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       "\n",
       "   recruiter.recruiterName      recruiter.recruiterTitle  recruiter.chatted  \\\n",
       "0                      刘女士                          人事经理              False   \n",
       "1                      李女士                                            False   \n",
       "2                      吴女士                 HR Specialist              False   \n",
       "3                      谌女士                          猎头顾问              False   \n",
       "4                      樊女士                           HRM              False   \n",
       "5                      翁女士  Recruiter-Talent Acquisition              False   \n",
       "6                      张先生                        人力资源专员              False   \n",
       "7                      吴女士                 HR Specialist              False   \n",
       "8                      陈女士                          猎头顾问              False   \n",
       "9                      朱女士                          猎头顾问              False   \n",
       "10                     戴先生                          招聘经理              False   \n",
       "11                     曾女士                          猎头顾问              False   \n",
       "12                     冯先生                     Recruiter              False   \n",
       "13                     程先生                          招聘专家              False   \n",
       "14                     陈女士                          猎头顾问              False   \n",
       "15                     王女士                        人力资源专员              False   \n",
       "16                     刘先生                    高级医学信息沟通专员              False   \n",
       "17                     宋女士                          猎头顾问              False   \n",
       "18                     唐女士                          猎头顾问              False   \n",
       "19               Keli Tang                          HRBP              False   \n",
       "20                     林先生                          猎头顾问              False   \n",
       "21                     黎先生                          招聘主管              False   \n",
       "22                     张先生                           112              False   \n",
       "23                     陈女士                            HR              False   \n",
       "24                     陈先生                                            False   \n",
       "25                     林女士                    人力资源业务合作伙伴              False   \n",
       "26                     孙女士                          猎头顾问              False   \n",
       "27                     赵女士                          猎头顾问              False   \n",
       "28                     蔡先生                          猎头顾问              False   \n",
       "29                     杜先生                          招聘经理              False   \n",
       "30                     郑先生                           HRM              False   \n",
       "31                     俞女士                            HR              False   \n",
       "32                     杨女士                          猎头顾问              False   \n",
       "33                     陈女士                                            False   \n",
       "34                     唐女士                                            False   \n",
       "35                     刘女士                    Consultant              False   \n",
       "36                     邱女士                        人力资源管理              False   \n",
       "37                     刘女士                    Consultant              False   \n",
       "38                     张先生                          猎头顾问              False   \n",
       "39                     杜先生                                            False   \n",
       "\n",
       "            recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       "0    5f8f986779c7cc70efbf36c008u.jpg  e478580dede58f33b410edb79f6d12d0   \n",
       "1    5f8f9865ea60860b75384fa508u.jpg  c5724f323b2da66af8b40e43da5740a5   \n",
       "2    5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       "3    5cb81b959fae687d43164cca03u.jpg  1ddf52f28236620a73d520f2e8bd293b   \n",
       "4    5f8f9863f6d1ab58476f246a08u.jpg  74207202b9a1882cbe061eb681f898fc   \n",
       "5    5f8f98648dbe6273dcf8515508u.jpg  f08748e81b3b0757d734fc6b171fa589   \n",
       "6    5f8f986aea60860b75384fab08u.jpg  5445ba45a2189a2b1a078f176245fc3b   \n",
       "7    5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       "8   6334ed78b3675f2b6ab1bc9801u.jpeg  9780c9933530029971f2c48a1f2fc365   \n",
       "9    62a6c09a08bee4201e5c618f05u.png  7660709be664be56c32a8aef2aff706d   \n",
       "10   5f8f986c79c7cc70efbf36c808u.jpg  76b3c5fa37c28d5b0833ed7f44c37e6d   \n",
       "11   62c6abbf1551f613ff3fa49a08u.png  ef813c13d17ddf72662825202deeb056   \n",
       "12   63a9534728c57209b0f4aa0505u.png  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       "13   63a46574fd38b10039f0b94b05u.png  1147dd557533b4567e1472c76bc04ebd   \n",
       "14   5f8fa3bdea60860b75385c7e08u.png  b61494f006ea807945c2c8b358b10fa1   \n",
       "15   5f8f98648dbe6273dcf8515508u.jpg  57a52ed73fed146b4c632be0178bfd3f   \n",
       "16   5f8f986aea60860b75384fab08u.jpg  22ab2b1a88769c3259935c280d474240   \n",
       "17   6100c9081d756a75997a266703u.jpg  375a1dfe17607510a0693c119d820cfb   \n",
       "18   5f8fa3bddfb13a7dee343d7608u.png  1d96d00cfe919fa26a1adf5987777a35   \n",
       "19   5f8f9865ea60860b75384fa508u.jpg  8d90c26ed477481c5bfe988e1b72f121   \n",
       "20   62f7aab56555120790d6013103u.png  ec2448066ad5cdf94f25083a3243b675   \n",
       "21   5f8f9868f6d1ab58476f24a008u.jpg  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       "22   5f8f986aea60860b75384fab08u.jpg  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       "23   5f8f9863f6d1ab58476f246a08u.jpg  7f371db882206fccd2bdf1809a52d3e6   \n",
       "24   5f8f9868f6d1ab58476f24a008u.jpg  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       "25   5f8f98648dbe6273dcf8515508u.jpg  308332da68f592edf82050c4b8bff969   \n",
       "26  6321be3095ee1c04143439eb01u.jpeg  47227c6fbfcd952686963be95b15422d   \n",
       "27   606ff339fd3cfa235c8a104e02u.png  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       "28   5f8fa3a78dbe6273dcf85e2608u.png  8fc7562cc0d10f9479c452c56622eaa4   \n",
       "29   5f8f986aea60860b75384fab08u.jpg  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       "30   5f8f9868f6d1ab58476f24a008u.jpg  71e39b9fa38c7913909ac669ef10aa84   \n",
       "31   601baaab60c8320221e3c1d902u.png  77ca96ebd1c0d4c9b55b81912526b943   \n",
       "32   600a795d845ac93d96472a1605u.png  0fa2d60e2668081853ee69faf212d0bc   \n",
       "33   5f8f98648dbe6273dcf8515508u.jpg  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       "34   5f8f986779c7cc70efbf36c008u.jpg  69bf0604ae10eb243f03c06e2c7db374   \n",
       "35   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       "36   62903e4ce4c190153f6f304c06u.jpg  2b6b0643bf65c612313162312f0bffed   \n",
       "37   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       "38  61bfe8e8d8489c6530a2c4db06u.jpeg  1bb6c055b07f554dbce99e0b13d1f3a4   \n",
       "39   5f8f986aea60860b75384fab08u.jpg  c8d145acb0a3162c59941f318d428c38   \n",
       "\n",
       "   comp.compStage  \n",
       "0             NaN  \n",
       "1             NaN  \n",
       "2             NaN  \n",
       "3           融资未公开  \n",
       "4             NaN  \n",
       "5             NaN  \n",
       "6             已上市  \n",
       "7             NaN  \n",
       "8           融资未公开  \n",
       "9           融资未公开  \n",
       "10            NaN  \n",
       "11          融资未公开  \n",
       "12            NaN  \n",
       "13             D轮  \n",
       "14          融资未公开  \n",
       "15            NaN  \n",
       "16           港股上市  \n",
       "17          融资未公开  \n",
       "18            NaN  \n",
       "19            NaN  \n",
       "20          融资未公开  \n",
       "21         沪深A股上市  \n",
       "22             其他  \n",
       "23          融资未公开  \n",
       "24            NaN  \n",
       "25            NaN  \n",
       "26          融资未公开  \n",
       "27            NaN  \n",
       "28            NaN  \n",
       "29            NaN  \n",
       "30            NaN  \n",
       "31            已上市  \n",
       "32            NaN  \n",
       "33          融资未公开  \n",
       "34            已上市  \n",
       "35            NaN  \n",
       "36          科创板上市  \n",
       "37            NaN  \n",
       "38            已上市  \n",
       "39            NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0d6b1c00",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fbde0ce0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(10):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71a3229c",
   "metadata": {},
   "source": [
    "# 批量存储数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2b5f3725",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "76340471",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2258002363%22%2C%22jobKind%2...   \n",
       " 1   %7B%22jobId%22%3A%2258486091%22%2C%22jobKind%2...   \n",
       " 2   %7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...   \n",
       " 3   %7B%22jobId%22%3A%2244053277%22%2C%22jobKind%2...   \n",
       " 4   %7B%22jobId%22%3A%2257679297%22%2C%22jobKind%2...   \n",
       " 5   %7B%22jobId%22%3A%2256689685%22%2C%22jobKind%2...   \n",
       " 6   %7B%22jobId%22%3A%2258215521%22%2C%22jobKind%2...   \n",
       " 7   %7B%22jobId%22%3A%2257794503%22%2C%22jobKind%2...   \n",
       " 8   %7B%22jobId%22%3A%2245379571%22%2C%22jobKind%2...   \n",
       " 9   %7B%22jobId%22%3A%2245380041%22%2C%22jobKind%2...   \n",
       " 10  %7B%22jobId%22%3A%2258425003%22%2C%22jobKind%2...   \n",
       " 11  %7B%22jobId%22%3A%2244113675%22%2C%22jobKind%2...   \n",
       " 12  %7B%22jobId%22%3A%2257001973%22%2C%22jobKind%2...   \n",
       " 13  %7B%22jobId%22%3A%2257223711%22%2C%22jobKind%2...   \n",
       " 14  %7B%22jobId%22%3A%2243492441%22%2C%22jobKind%2...   \n",
       " 15  %7B%22jobId%22%3A%2256876529%22%2C%22jobKind%2...   \n",
       " 16  %7B%22jobId%22%3A%2257157157%22%2C%22jobKind%2...   \n",
       " 17  %7B%22jobId%22%3A%2245187159%22%2C%22jobKind%2...   \n",
       " 18  %7B%22jobId%22%3A%2245327891%22%2C%22jobKind%2...   \n",
       " 19  %7B%22jobId%22%3A%2230477665%22%2C%22jobKind%2...   \n",
       " 20  %7B%22jobId%22%3A%2244978805%22%2C%22jobKind%2...   \n",
       " 21  %7B%22jobId%22%3A%2256295007%22%2C%22jobKind%2...   \n",
       " 22  %7B%22jobId%22%3A%2243037645%22%2C%22jobKind%2...   \n",
       " 23  %7B%22jobId%22%3A%2235923437%22%2C%22jobKind%2...   \n",
       " 24  %7B%22jobId%22%3A%2250466807%22%2C%22jobKind%2...   \n",
       " 25  %7B%22jobId%22%3A%2255829685%22%2C%22jobKind%2...   \n",
       " 26  %7B%22jobId%22%3A%2245177357%22%2C%22jobKind%2...   \n",
       " 27  %7B%22jobId%22%3A%2245253831%22%2C%22jobKind%2...   \n",
       " 28  %7B%22jobId%22%3A%2245263747%22%2C%22jobKind%2...   \n",
       " 29  %7B%22jobId%22%3A%2254145433%22%2C%22jobKind%2...   \n",
       " 30  %7B%22jobId%22%3A%2255992453%22%2C%22jobKind%2...   \n",
       " 31  %7B%22jobId%22%3A%2257403583%22%2C%22jobKind%2...   \n",
       " 32  %7B%22jobId%22%3A%2245422545%22%2C%22jobKind%2...   \n",
       " 33  %7B%22jobId%22%3A%2248554057%22%2C%22jobKind%2...   \n",
       " 34  %7B%22jobId%22%3A%2248905275%22%2C%22jobKind%2...   \n",
       " 35  %7B%22jobId%22%3A%2223154709%22%2C%22jobKind%2...   \n",
       " 36  %7B%22jobId%22%3A%2231935443%22%2C%22jobKind%2...   \n",
       " 37  %7B%22jobId%22%3A%2225415919%22%2C%22jobKind%2...   \n",
       " 38  %7B%22jobId%22%3A%2245486777%22%2C%22jobKind%2...   \n",
       " 39  %7B%22jobId%22%3A%2257816811%22%2C%22jobKind%2...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"58002363\",\"jobKind\":\"2\",\"imId\":\"561f...   \n",
       " 1   {\"jobId\":\"58486091\",\"jobKind\":\"2\",\"imId\":\"ff2f...   \n",
       " 2   {\"jobId\":\"50965433\",\"jobKind\":\"2\",\"imId\":\"0ce6...   \n",
       " 3   {\"jobId\":\"44053277\",\"jobKind\":\"1\",\"imId\":\"d874...   \n",
       " 4   {\"jobId\":\"57679297\",\"jobKind\":\"2\",\"imId\":\"c161...   \n",
       " 5   {\"jobId\":\"56689685\",\"jobKind\":\"2\",\"imId\":\"8595...   \n",
       " 6   {\"jobId\":\"58215521\",\"jobKind\":\"2\",\"imId\":\"f8a5...   \n",
       " 7   {\"jobId\":\"57794503\",\"jobKind\":\"2\",\"imId\":\"0ce6...   \n",
       " 8   {\"jobId\":\"45379571\",\"jobKind\":\"1\",\"imId\":\"14a8...   \n",
       " 9   {\"jobId\":\"45380041\",\"jobKind\":\"1\",\"imId\":\"c55d...   \n",
       " 10  {\"jobId\":\"58425003\",\"jobKind\":\"2\",\"imId\":\"8cd6...   \n",
       " 11  {\"jobId\":\"44113675\",\"jobKind\":\"1\",\"imId\":\"7908...   \n",
       " 12  {\"jobId\":\"57001973\",\"jobKind\":\"2\",\"imId\":\"fadf...   \n",
       " 13  {\"jobId\":\"57223711\",\"jobKind\":\"2\",\"imId\":\"6fa1...   \n",
       " 14  {\"jobId\":\"43492441\",\"jobKind\":\"1\",\"imId\":\"985c...   \n",
       " 15  {\"jobId\":\"56876529\",\"jobKind\":\"2\",\"imId\":\"24c1...   \n",
       " 16  {\"jobId\":\"57157157\",\"jobKind\":\"2\",\"imId\":\"d4cc...   \n",
       " 17  {\"jobId\":\"45187159\",\"jobKind\":\"1\",\"imId\":\"3747...   \n",
       " 18  {\"jobId\":\"45327891\",\"jobKind\":\"1\",\"imId\":\"73f2...   \n",
       " 19  {\"jobId\":\"30477665\",\"jobKind\":\"2\",\"imId\":\"edbe...   \n",
       " 20  {\"jobId\":\"44978805\",\"jobKind\":\"1\",\"imId\":\"d961...   \n",
       " 21  {\"jobId\":\"56295007\",\"jobKind\":\"2\",\"imId\":\"beff...   \n",
       " 22  {\"jobId\":\"43037645\",\"jobKind\":\"2\",\"imId\":\"bd0e...   \n",
       " 23  {\"jobId\":\"35923437\",\"jobKind\":\"2\",\"imId\":\"18f5...   \n",
       " 24  {\"jobId\":\"50466807\",\"jobKind\":\"2\",\"imId\":\"feaa...   \n",
       " 25  {\"jobId\":\"55829685\",\"jobKind\":\"2\",\"imId\":\"7b80...   \n",
       " 26  {\"jobId\":\"45177357\",\"jobKind\":\"1\",\"imId\":\"9cfd...   \n",
       " 27  {\"jobId\":\"45253831\",\"jobKind\":\"1\",\"imId\":\"8a03...   \n",
       " 28  {\"jobId\":\"45263747\",\"jobKind\":\"1\",\"imId\":\"3a5b...   \n",
       " 29  {\"jobId\":\"54145433\",\"jobKind\":\"2\",\"imId\":\"0d22...   \n",
       " 30  {\"jobId\":\"55992453\",\"jobKind\":\"2\",\"imId\":\"ecb6...   \n",
       " 31  {\"jobId\":\"57403583\",\"jobKind\":\"2\",\"imId\":\"9277...   \n",
       " 32  {\"jobId\":\"45422545\",\"jobKind\":\"1\",\"imId\":\"b46e...   \n",
       " 33  {\"jobId\":\"48554057\",\"jobKind\":\"2\",\"imId\":\"7676...   \n",
       " 34  {\"jobId\":\"48905275\",\"jobKind\":\"2\",\"imId\":\"9e5b...   \n",
       " 35  {\"jobId\":\"23154709\",\"jobKind\":\"2\",\"imId\":\"b76b...   \n",
       " 36  {\"jobId\":\"31935443\",\"jobKind\":\"2\",\"imId\":\"d458...   \n",
       " 37  {\"jobId\":\"25415919\",\"jobKind\":\"2\",\"imId\":\"b76b...   \n",
       " 38  {\"jobId\":\"45486777\",\"jobKind\":\"1\",\"imId\":\"7c05...   \n",
       " 39  {\"jobId\":\"57816811\",\"jobKind\":\"2\",\"imId\":\"5fdf...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                  [产品开发, 产品规划, 产品运营]  58002363   \n",
       " 1         [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]  58486091   \n",
       " 2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433   \n",
       " 3   [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...  44053277   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  57679297   \n",
       " 5                                                  []  56689685   \n",
       " 6                                            [神外, 医生]  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503   \n",
       " 8                                                  []  45379571   \n",
       " 9                                         [化妆品, to B]  45380041   \n",
       " 10                         [IT互联网, to C, 移动端产品, 产品规划]  58425003   \n",
       " 11                                           [web端产品]  44113675   \n",
       " 12                                  [to C, 消费品, 电子商务]  57001973   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  57223711   \n",
       " 14                                                 []  43492441   \n",
       " 15                                                 []  56876529   \n",
       " 16                                             [泌尿外科]  57157157   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  45187159   \n",
       " 18                                                 []  45327891   \n",
       " 19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665   \n",
       " 20                                             [to C]  44978805   \n",
       " 21  [数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...  56295007   \n",
       " 22                                                 []  43037645   \n",
       " 23                                                 []  35923437   \n",
       " 24                                 [商品管理, 产品企划, 商品运营]  50466807   \n",
       " 25                                                 []  55829685   \n",
       " 26                                 [市场营销, 产品管理, 产品开发]  45177357   \n",
       " 27  [供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...  45253831   \n",
       " 28  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  45263747   \n",
       " 29              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  54145433   \n",
       " 30                                             [品牌策划]  55992453   \n",
       " 31  [CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...  57403583   \n",
       " 32  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  45422545   \n",
       " 33                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  48554057   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]  48905275   \n",
       " 35                                                 []  23154709   \n",
       " 36                                             [数据分析]  31935443   \n",
       " 37                                             [增长产品]  25415919   \n",
       " 38                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]  45486777   \n",
       " 39                                      [供应链产品, 数据分析]  57816811   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  \\\n",
       " 0                                         电商产品经理  10-15k·13薪  广州-越秀区   \n",
       " 1                                       临床项目经理PM  20-28k·14薪  广州-海珠区   \n",
       " 2                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区   \n",
       " 3                           产品经理/Product Manager      20-30k      广州   \n",
       " 4                            产品经理Product Manager      20-25k  广州-番禺区   \n",
       " 5             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  广州-越秀区   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区   \n",
       " 8                                      化妆品原料产品经理  30-45k·14薪      广州   \n",
       " 9                                           产品经理      25-29k  广州-天河区   \n",
       " 10                                        高级产品PM      20-35k  广州-天河区   \n",
       " 11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区   \n",
       " 12                                      eWMS产品经理  20-40k·14薪  广州-天河区   \n",
       " 13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州   \n",
       " 14                                     产品销售经理-广州  20-40k·16薪      广州   \n",
       " 15                    Automation Product Manager  20-40k·13薪  广州-天河区   \n",
       " 16                                        医药产品经理  25-30k·14薪  广州-越秀区   \n",
       " 17  Assistant Product Manager / Product Manager   18-30k·13薪      广州   \n",
       " 18                                        硬件产品经理  30-50k·14薪  广州-海珠区   \n",
       " 19                                          产品经理  18-40k·14薪  广州-越秀区   \n",
       " 20                          eWMS Product Manager  20-40k·15薪      广州   \n",
       " 21                                 产品经理（企业数字化转型）       6-10k  广州-天河区   \n",
       " 22                                        数码产品经理        薪资面议      广州   \n",
       " 23                                  产品经理（工业消洗产品）      12-30k      广州   \n",
       " 24                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区   \n",
       " 25                             产品经理-产品企划(J13606)      15-25k  广州-天河区   \n",
       " 26                              Product Manager       25-30k      广州   \n",
       " 27                                          产品经理      20-30k      广州   \n",
       " 28                                          产品经理      20-30k      广州   \n",
       " 29                          eWMS Product Manager        薪资面议  广州-天河区   \n",
       " 30                                        产品策划经理      15-25k  广州-白云区   \n",
       " 31                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区   \n",
       " 32                                          产品经理  15-30k·15薪      广州   \n",
       " 33                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区   \n",
       " 34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区   \n",
       " 35                                        数字营销PM        薪资面议  广州-天河区   \n",
       " 36                                          游戏PM  15-30k·13薪  广州-海珠区   \n",
       " 37                                          活动PM        薪资面议      广州   \n",
       " 38                                        软件产品经理      25-40k  广州-黄埔区   \n",
       " 39                                        产品经理助理    5-7k·13薪  广州-番禺区   \n",
       " \n",
       "    job.jobKind job.requireWorkYears job.requireEduLevel  ...  \\\n",
       " 0            2                 1-3年                  大专  ...   \n",
       " 1            2                 3-5年                  本科  ...   \n",
       " 2            2                 3-5年                  硕士  ...   \n",
       " 3            1                5-10年                统招本科  ...   \n",
       " 4            2                 3-5年                  本科  ...   \n",
       " 5            2                5-10年                  本科  ...   \n",
       " 6            2                 1-3年                统招本科  ...   \n",
       " 7            2                 3-5年                  本科  ...   \n",
       " 8            1                 3-5年               硕士及以上  ...   \n",
       " 9            1                 3-5年                统招本科  ...   \n",
       " 10           2                 1-3年                  本科  ...   \n",
       " 11           1                5-10年                统招本科  ...   \n",
       " 12           2                 经验不限                统招本科  ...   \n",
       " 13           2                 经验不限                  本科  ...   \n",
       " 14           1                 3-5年                学历不限  ...   \n",
       " 15           2                5-10年                  本科  ...   \n",
       " 16           2                 1-3年                  硕士  ...   \n",
       " 17           1                5-10年               本科及以上  ...   \n",
       " 18           1                5-10年               本科及以上  ...   \n",
       " 19           2                5-10年                  硕士  ...   \n",
       " 20           1                 经验不限                学历不限  ...   \n",
       " 21           2                 3-5年                  本科  ...   \n",
       " 22           2                 3-5年                  本科  ...   \n",
       " 23           2                 3-5年                  硕士  ...   \n",
       " 24           2                 3-5年                  本科  ...   \n",
       " 25           2                5-10年                  本科  ...   \n",
       " 26           1                 1-3年               本科及以上  ...   \n",
       " 27           1                10年以上                统招本科  ...   \n",
       " 28           1                5-10年                统招本科  ...   \n",
       " 29           2                5-10年                统招本科  ...   \n",
       " 30           2                5-10年                  本科  ...   \n",
       " 31           2                 3-5年                  本科  ...   \n",
       " 32           1                5-10年                统招本科  ...   \n",
       " 33           2                 3-5年                  硕士  ...   \n",
       " 34           2                5-10年                  本科  ...   \n",
       " 35           2                5-10年                  本科  ...   \n",
       " 36           2                 3-5年                  本科  ...   \n",
       " 37           2                 3-5年                统招本科  ...   \n",
       " 38           1                5-10年                统招本科  ...   \n",
       " 39           2                 1-3年                  大专  ...   \n",
       " \n",
       "                                    comp.link comp.compIndustry  \\\n",
       " 0    https://www.liepin.com/company/9720899/             批发/零售   \n",
       " 1    https://www.liepin.com/company/9649909/                制药   \n",
       " 2    https://www.liepin.com/company/8112968/            贸易/进出口   \n",
       " 3                                                        机械/设备   \n",
       " 4   https://www.liepin.com/company/13315477/              IT服务   \n",
       " 5    https://www.liepin.com/company/8916227/              医疗器械   \n",
       " 6    https://www.liepin.com/company/7023768/                制药   \n",
       " 7    https://www.liepin.com/company/8112968/            贸易/进出口   \n",
       " 8                                                       贸易/进出口   \n",
       " 9                                                       贸易/进出口   \n",
       " 10  https://www.liepin.com/company/13538001/            人力资源服务   \n",
       " 11                                                    食品/饮料/酒水   \n",
       " 12    https://www.liepin.com/company/873330/                日化   \n",
       " 13   https://www.liepin.com/company/9491766/              人工智能   \n",
       " 14                                                        医疗器械   \n",
       " 15   https://www.liepin.com/company/8506529/              医疗器械   \n",
       " 16   https://www.liepin.com/company/8275623/                制药   \n",
       " 17                                                          日化   \n",
       " 18                                                     电气机械/器材   \n",
       " 19   https://www.liepin.com/company/9283329/            专业技术服务   \n",
       " 20                                                    食品/饮料/酒水   \n",
       " 21   https://www.liepin.com/company/7863327/              通信设备   \n",
       " 22   https://www.liepin.com/company/2664546/             计算机软件   \n",
       " 23   https://www.liepin.com/company/7932064/                制药   \n",
       " 24  https://www.liepin.com/company/13032765/          服装/纺织/皮革   \n",
       " 25  https://www.liepin.com/company/13032765/          服装/纺织/皮革   \n",
       " 26                                                          日化   \n",
       " 27                                                        IT服务   \n",
       " 28                                                        IT服务   \n",
       " 29    https://www.liepin.com/company/873330/                日化   \n",
       " 30   https://www.liepin.com/company/9660700/               互联网   \n",
       " 31   https://www.liepin.com/company/8361671/               互联网   \n",
       " 32                                                        IT服务   \n",
       " 33   https://www.liepin.com/company/7932064/                制药   \n",
       " 34    https://www.liepin.com/company/803274/                游戏   \n",
       " 35   https://www.liepin.com/company/6629285/              IT服务   \n",
       " 36   https://www.liepin.com/company/8307104/                游戏   \n",
       " 37   https://www.liepin.com/company/6629285/              IT服务   \n",
       " 38                                                       计算机软件   \n",
       " 39   https://www.liepin.com/company/9730786/       电子/半导体/集成电路   \n",
       " \n",
       "    recruiter.chatted                    recruiter.imId  recruiter.imUserType  \\\n",
       " 0              False  561ff6e28a2e9cb4aa6795a3148228ff                     2   \n",
       " 1              False  ff2f3f5a9fff3611062c1b1ee9c7454d                     2   \n",
       " 2              False  0ce6f53a162e27cc9427b88c78d2ff1f                     2   \n",
       " 3              False  d874c5f87567784901ab80e4a8b96567                     2   \n",
       " 4              False  c161b9ea744ffb27d0e00b26797bdaff                     2   \n",
       " 5              False  8595d9ba8d1a1a2d801c17c79e240538                     2   \n",
       " 6              False  f8a500e0eab81d475153eb2d84a8b1de                     2   \n",
       " 7              False  0ce6f53a162e27cc9427b88c78d2ff1f                     2   \n",
       " 8              False  14a8accf08a04a521806a0cca0964ad2                     2   \n",
       " 9              False  c55d8c37c29999932efebeb7f272cb14                     2   \n",
       " 10             False  8cd623ca6b256b8f27604c803496f761                     2   \n",
       " 11             False  7908151abdbef12e2efebeb7f272cb14                     2   \n",
       " 12             False  fadfc2ceb1f0029d4ad85438c465a917                     2   \n",
       " 13             False  6fa10ff6ea77d091528dabef14b76f2d                     2   \n",
       " 14             False  985c18edc2b4008b04612e645251413c                     2   \n",
       " 15             False  24c1cab13ef9bc2e801c17c79e240538                     2   \n",
       " 16             False  d4cc4bca17cae276aefc9b4a2bd8879c                     2   \n",
       " 17             False  37476b87b3e233679f90a7bcfdb96d0e                     2   \n",
       " 18             False  73f267275bfde46ce68ea511f8a9efc5                     2   \n",
       " 19             False  edbe6a7c4ed9d6e5aaa70b13e477f173                     2   \n",
       " 20             False  d9615c119bb132bd55a0b6511a508218                     2   \n",
       " 21             False  beff7093463e459a613348042573671f                     2   \n",
       " 22             False  bd0efb08acc7704271de52c3bc0b6279                     2   \n",
       " 23             False  18f5af2ced812a43d6a9d1214a39013b                     2   \n",
       " 24             False  feaaf399e43a569d29323863fa1c0b93                     2   \n",
       " 25             False  7b8081a6d08696bafaf1d0d00bd33fc5                     2   \n",
       " 26             False  9cfdabc8878349689809d03804875792                     2   \n",
       " 27             False  8a0305395cddc174dfb6df235db455f2                     2   \n",
       " 28             False  3a5b505a337c783db090656a5246961f                     2   \n",
       " 29             False  0d2213fbc6520bd4e4cd5c055e1e05ce                     2   \n",
       " 30             False  ecb69f58b8af2fa07bed4a56d1662c8b                     2   \n",
       " 31             False  927752d28c878e66e4cd5c055e1e05ce                     2   \n",
       " 32             False  b46e176196ab3b129941166e65ebdb6f                     2   \n",
       " 33             False  767685575712890413dd84912f51618a                     2   \n",
       " 34             False  9e5b45289ab5581e337193710fe42056                     2   \n",
       " 35             False  b76b2be27ab4a4746042c177f0a1d2b1                     2   \n",
       " 36             False  d458df6acc9507089941166e65ebdb6f                     2   \n",
       " 37             False  b76b2be27ab4a4746042c177f0a1d2b1                     2   \n",
       " 38             False  7c05f20f8a23faaa4383db9bf147ecbd                     2   \n",
       " 39             False  5fdfb4259befbf07160bef405ccde8ba                     2   \n",
       " \n",
       "    recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                      刘女士                          人事经理   \n",
       " 1                      李女士                                 \n",
       " 2                      吴女士                 HR Specialist   \n",
       " 3                      谌女士                          猎头顾问   \n",
       " 4                      樊女士                           HRM   \n",
       " 5                      翁女士  Recruiter-Talent Acquisition   \n",
       " 6                      张先生                        人力资源专员   \n",
       " 7                      吴女士                 HR Specialist   \n",
       " 8                      陈女士                          猎头顾问   \n",
       " 9                      朱女士                          猎头顾问   \n",
       " 10                     戴先生                          招聘经理   \n",
       " 11                     曾女士                          猎头顾问   \n",
       " 12                     冯先生                     Recruiter   \n",
       " 13                     程先生                          招聘专家   \n",
       " 14                     陈女士                          猎头顾问   \n",
       " 15                     王女士                        人力资源专员   \n",
       " 16                     刘先生                    高级医学信息沟通专员   \n",
       " 17                     宋女士                          猎头顾问   \n",
       " 18                     唐女士                          猎头顾问   \n",
       " 19               Keli Tang                          HRBP   \n",
       " 20                     林先生                          猎头顾问   \n",
       " 21                     黎先生                          招聘主管   \n",
       " 22                     张先生                           112   \n",
       " 23                     陈女士                            HR   \n",
       " 24                     陈先生                                 \n",
       " 25                     林女士                    人力资源业务合作伙伴   \n",
       " 26                     孙女士                          猎头顾问   \n",
       " 27                     赵女士                          猎头顾问   \n",
       " 28                     蔡先生                          猎头顾问   \n",
       " 29                     杜先生                          招聘经理   \n",
       " 30                     郑先生                           HRM   \n",
       " 31                     俞女士                            HR   \n",
       " 32                     杨女士                          猎头顾问   \n",
       " 33                     陈女士                                 \n",
       " 34                     唐女士                                 \n",
       " 35                     刘女士                    Consultant   \n",
       " 36                     邱女士                        人力资源管理   \n",
       " 37                     刘女士                    Consultant   \n",
       " 38                     张先生                          猎头顾问   \n",
       " 39                     杜先生                                 \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   c5724f323b2da66af8b40e43da5740a5   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 4   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 9   7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 10  76b3c5fa37c28d5b0833ed7f44c37e6d   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 11  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 14  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 15  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 16  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 17  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 18  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 19  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 23  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 25  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 26  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 27  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 28  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 29  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  71e39b9fa38c7913909ac669ef10aa84   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 31  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 32  0fa2d60e2668081853ee69faf212d0bc   600a795d845ac93d96472a1605u.png   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  69bf0604ae10eb243f03c06e2c7db374   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  2b6b0643bf65c612313162312f0bffed   62903e4ce4c190153f6f304c06u.jpg   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  1bb6c055b07f554dbce99e0b13d1f3a4  61bfe8e8d8489c6530a2c4db06u.jpeg   \n",
       " 39  c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3           融资未公开  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6             已上市  \n",
       " 7             NaN  \n",
       " 8           融资未公开  \n",
       " 9           融资未公开  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             D轮  \n",
       " 14          融资未公开  \n",
       " 15            NaN  \n",
       " 16           港股上市  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20          融资未公开  \n",
       " 21         沪深A股上市  \n",
       " 22             其他  \n",
       " 23          融资未公开  \n",
       " 24            NaN  \n",
       " 25            NaN  \n",
       " 26          融资未公开  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29            NaN  \n",
       " 30            NaN  \n",
       " 31            已上市  \n",
       " 32            NaN  \n",
       " 33          融资未公开  \n",
       " 34            已上市  \n",
       " 35            NaN  \n",
       " 36          科创板上市  \n",
       " 37            NaN  \n",
       " 38            已上市  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 3   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 8   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 9   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 14  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 18  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 20  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 26  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 27  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 28  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 38  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"e478580dede58f33b410edb79f6d12d0\",\"...   \n",
       " 1   {\"userId\":\"c5724f323b2da66af8b40e43da5740a5\",\"...   \n",
       " 2   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 3   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       " 4   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 5   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       " 6   {\"userId\":\"5445ba45a2189a2b1a078f176245fc3b\",\"...   \n",
       " 7   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 8   {\"userId\":\"9780c9933530029971f2c48a1f2fc365\",\"...   \n",
       " 9   {\"userId\":\"7660709be664be56c32a8aef2aff706d\",\"...   \n",
       " 10  {\"userId\":\"76b3c5fa37c28d5b0833ed7f44c37e6d\",\"...   \n",
       " 11  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       " 12  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       " 13  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 14  {\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...   \n",
       " 15  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 16  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 17  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 18  {\"userId\":\"1d96d00cfe919fa26a1adf5987777a35\",\"...   \n",
       " 19  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 20  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 21  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 22  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 23  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 24  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 25  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 26  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 27  {\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...   \n",
       " 28  {\"userId\":\"8fc7562cc0d10f9479c452c56622eaa4\",\"...   \n",
       " 29  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       " 30  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 31  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 32  {\"userId\":\"0fa2d60e2668081853ee69faf212d0bc\",\"...   \n",
       " 33  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 34  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 35  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 36  {\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...   \n",
       " 37  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 38  {\"userId\":\"1bb6c055b07f554dbce99e0b13d1f3a4\",\"...   \n",
       " 39  {\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0                                  [产品开发, 产品规划, 产品运营]           2  58002363   \n",
       " 1         [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]           2  58486091   \n",
       " 2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 3   [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...           1  44053277   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]           2  57679297   \n",
       " 5                                                  []           2  56689685   \n",
       " 6                                            [神外, 医生]           2  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 8                                                  []           1  45379571   \n",
       " 9                                         [化妆品, to B]           1  45380041   \n",
       " 10                         [IT互联网, to C, 移动端产品, 产品规划]           2  58425003   \n",
       " 11                                           [web端产品]           1  44113675   \n",
       " 12                                  [to C, 消费品, 电子商务]           2  57001973   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...           2  57223711   \n",
       " 14                                                 []           1  43492441   \n",
       " 15                                                 []           2  56876529   \n",
       " 16                                             [泌尿外科]           2  57157157   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 18                                                 []           1  45327891   \n",
       " 19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 20                                             [to C]           1  44978805   \n",
       " 21  [数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...           2  56295007   \n",
       " 22                                                 []           2  43037645   \n",
       " 23                                                 []           2  35923437   \n",
       " 24                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 25                                                 []           2  55829685   \n",
       " 26                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 27  [供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...           1  45253831   \n",
       " 28  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1  45263747   \n",
       " 29              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]           2  54145433   \n",
       " 30                                             [品牌策划]           2  55992453   \n",
       " 31  [CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...           2  57403583   \n",
       " 32  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1  45422545   \n",
       " 33                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]           2  48554057   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 35                                                 []           2  23154709   \n",
       " 36                                             [数据分析]           2  31935443   \n",
       " 37                                             [增长产品]           2  25415919   \n",
       " 38                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]           1  45486777   \n",
       " 39                                      [供应链产品, 数据分析]           2  57816811   \n",
       " \n",
       "     job.topJob  job.dq                                     job.title  \\\n",
       " 0         True  广州-越秀区                                        电商产品经理   \n",
       " 1         True  广州-海珠区                                      临床项目经理PM   \n",
       " 2        False  广州-天河区                   产品经理（化妆品原料）/Product Manager   \n",
       " 3        False      广州                          产品经理/Product Manager   \n",
       " 4        False  广州-番禺区                           产品经理Product Manager   \n",
       " 5        False  广州-越秀区            Product Sales Manager MR 产品销售经理 广州   \n",
       " 6        False  广州-越秀区                神外产品销售经理 Product Sales Manager   \n",
       " 7        False  广州-天河区                             助理产品经理（化妆品原料）/APM   \n",
       " 8        False      广州                                     化妆品原料产品经理   \n",
       " 9        False  广州-天河区                                          产品经理   \n",
       " 10       False  广州-天河区                                        高级产品PM   \n",
       " 11       False  广州-白云区                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12       False  广州-天河区                                      eWMS产品经理   \n",
       " 13       False      广州                                  自动驾驶（硬件）产品经理   \n",
       " 14       False      广州                                     产品销售经理-广州   \n",
       " 15       False  广州-天河区                    Automation Product Manager   \n",
       " 16       False  广州-越秀区                                        医药产品经理   \n",
       " 17       False      广州  Assistant Product Manager / Product Manager    \n",
       " 18       False  广州-海珠区                                        硬件产品经理   \n",
       " 19       False  广州-越秀区                                          产品经理   \n",
       " 20       False      广州                          eWMS Product Manager   \n",
       " 21       False  广州-天河区                                 产品经理（企业数字化转型）   \n",
       " 22       False      广州                                        数码产品经理   \n",
       " 23       False      广州                                  产品经理（工业消洗产品）   \n",
       " 24       False  广州-天河区                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 25       False  广州-天河区                             产品经理-产品企划(J13606)   \n",
       " 26       False      广州                              Product Manager    \n",
       " 27       False      广州                                          产品经理   \n",
       " 28       False      广州                                          产品经理   \n",
       " 29       False  广州-天河区                          eWMS Product Manager   \n",
       " 30       False  广州-白云区                                        产品策划经理   \n",
       " 31       False  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 32       False      广州                                          产品经理   \n",
       " 33       False  广州-黄埔区                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 34       False  广州-天河区                        项目发行PM（二次元） (MJ000855)   \n",
       " 35       False  广州-天河区                                        数字营销PM   \n",
       " 36       False  广州-海珠区                                          游戏PM   \n",
       " 37       False      广州                                          活动PM   \n",
       " 38       False  广州-黄埔区                                        软件产品经理   \n",
       " 39       False  广州-番禺区                                        产品经理助理   \n",
       " \n",
       "     job.salary job.refreshTime  ...  comp.compId  \\\n",
       " 0   10-15k·13薪  20230421104505  ...    9720899.0   \n",
       " 1   20-28k·14薪  20230511163715  ...    9649909.0   \n",
       " 2         薪资面议  20230512143009  ...    8112968.0   \n",
       " 3       20-30k  20230512175807  ...          NaN   \n",
       " 4       20-25k  20230410215438  ...   13315477.0   \n",
       " 5         薪资面议  20230303234707  ...    8916227.0   \n",
       " 6   12-15k·15薪  20230428143658  ...    7023768.0   \n",
       " 7         薪资面议  20230512143009  ...    8112968.0   \n",
       " 8   30-45k·14薪  20230507193936  ...          NaN   \n",
       " 9       25-29k  20230425140852  ...          NaN   \n",
       " 10      20-35k  20230510085022  ...   13538001.0   \n",
       " 11  15-24k·13薪  20230306145244  ...          NaN   \n",
       " 12  20-40k·14薪  20230512144309  ...     873330.0   \n",
       " 13  25-50k·15薪  20230505092519  ...    9491766.0   \n",
       " 14  20-40k·16薪  20230511101127  ...          NaN   \n",
       " 15  20-40k·13薪  20230512113721  ...    8506529.0   \n",
       " 16  25-30k·14薪  20230321153342  ...    8275623.0   \n",
       " 17  18-30k·13薪  20230411142619  ...          NaN   \n",
       " 18  30-50k·14薪  20230425143147  ...          NaN   \n",
       " 19  18-40k·14薪  20230426112936  ...    9283329.0   \n",
       " 20  20-40k·15薪  20230413114524  ...          NaN   \n",
       " 21       6-10k  20230221094711  ...    7863327.0   \n",
       " 22        薪资面议  20210913204744  ...    2664546.0   \n",
       " 23      12-30k  20220319162445  ...    7932064.0   \n",
       " 24  14-28k·16薪  20221116184947  ...   13032765.0   \n",
       " 25      15-25k  20230206112123  ...   13032765.0   \n",
       " 26      25-30k  20230512103745  ...          NaN   \n",
       " 27      20-30k  20230413092954  ...          NaN   \n",
       " 28      20-30k  20230512085834  ...          NaN   \n",
       " 29        薪资面议  20230512151232  ...     873330.0   \n",
       " 30      15-25k  20230511100434  ...    9660700.0   \n",
       " 31      11-22k  20230329180701  ...    8361671.0   \n",
       " 32  15-30k·15薪  20230419100536  ...          NaN   \n",
       " 33  15-20k·20薪  20230508130514  ...    7932064.0   \n",
       " 34  20-28k·13薪  20220928174530  ...     803274.0   \n",
       " 35        薪资面议  20200728103437  ...    6629285.0   \n",
       " 36  15-30k·13薪  20200921191755  ...    8307104.0   \n",
       " 37        薪资面议  20210615114605  ...    6629285.0   \n",
       " 38      25-40k  20230511103714  ...          NaN   \n",
       " 39    5-7k·13薪  20230504135056  ...    9730786.0   \n",
       " \n",
       "                                    comp.link recruiter.chatted  \\\n",
       " 0    https://www.liepin.com/company/9720899/             False   \n",
       " 1    https://www.liepin.com/company/9649909/             False   \n",
       " 2    https://www.liepin.com/company/8112968/             False   \n",
       " 3                                                        False   \n",
       " 4   https://www.liepin.com/company/13315477/             False   \n",
       " 5    https://www.liepin.com/company/8916227/             False   \n",
       " 6    https://www.liepin.com/company/7023768/             False   \n",
       " 7    https://www.liepin.com/company/8112968/             False   \n",
       " 8                                                        False   \n",
       " 9                                                        False   \n",
       " 10  https://www.liepin.com/company/13538001/             False   \n",
       " 11                                                       False   \n",
       " 12    https://www.liepin.com/company/873330/             False   \n",
       " 13   https://www.liepin.com/company/9491766/             False   \n",
       " 14                                                       False   \n",
       " 15   https://www.liepin.com/company/8506529/             False   \n",
       " 16   https://www.liepin.com/company/8275623/             False   \n",
       " 17                                                       False   \n",
       " 18                                                       False   \n",
       " 19   https://www.liepin.com/company/9283329/             False   \n",
       " 20                                                       False   \n",
       " 21   https://www.liepin.com/company/7863327/             False   \n",
       " 22   https://www.liepin.com/company/2664546/             False   \n",
       " 23   https://www.liepin.com/company/7932064/             False   \n",
       " 24  https://www.liepin.com/company/13032765/             False   \n",
       " 25  https://www.liepin.com/company/13032765/             False   \n",
       " 26                                                       False   \n",
       " 27                                                       False   \n",
       " 28                                                       False   \n",
       " 29    https://www.liepin.com/company/873330/             False   \n",
       " 30   https://www.liepin.com/company/9660700/             False   \n",
       " 31   https://www.liepin.com/company/8361671/             False   \n",
       " 32                                                       False   \n",
       " 33   https://www.liepin.com/company/7932064/             False   \n",
       " 34    https://www.liepin.com/company/803274/             False   \n",
       " 35   https://www.liepin.com/company/6629285/             False   \n",
       " 36   https://www.liepin.com/company/8307104/             False   \n",
       " 37   https://www.liepin.com/company/6629285/             False   \n",
       " 38                                                       False   \n",
       " 39   https://www.liepin.com/company/9730786/             False   \n",
       " \n",
       "    recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                      刘女士                          人事经理   \n",
       " 1                      李女士                                 \n",
       " 2                      吴女士                 HR Specialist   \n",
       " 3                      谌女士                          猎头顾问   \n",
       " 4                      樊女士                           HRM   \n",
       " 5                      翁女士  Recruiter-Talent Acquisition   \n",
       " 6                      张先生                        人力资源专员   \n",
       " 7                      吴女士                 HR Specialist   \n",
       " 8                      陈女士                          猎头顾问   \n",
       " 9                      朱女士                          猎头顾问   \n",
       " 10                     戴先生                          招聘经理   \n",
       " 11                     曾女士                          猎头顾问   \n",
       " 12                     冯先生                     Recruiter   \n",
       " 13                     程先生                          招聘专家   \n",
       " 14                     陈女士                          猎头顾问   \n",
       " 15                     王女士                        人力资源专员   \n",
       " 16                     刘先生                    高级医学信息沟通专员   \n",
       " 17                     宋女士                          猎头顾问   \n",
       " 18                     唐女士                          猎头顾问   \n",
       " 19               Keli Tang                          HRBP   \n",
       " 20                     林先生                          猎头顾问   \n",
       " 21                     黎先生                          招聘主管   \n",
       " 22                     张先生                           112   \n",
       " 23                     陈女士                            HR   \n",
       " 24                     陈先生                                 \n",
       " 25                     林女士                    人力资源业务合作伙伴   \n",
       " 26                     孙女士                          猎头顾问   \n",
       " 27                     赵女士                          猎头顾问   \n",
       " 28                     蔡先生                          猎头顾问   \n",
       " 29                     杜先生                          招聘经理   \n",
       " 30                     郑先生                           HRM   \n",
       " 31                     俞女士                            HR   \n",
       " 32                     杨女士                          猎头顾问   \n",
       " 33                     陈女士                                 \n",
       " 34                     唐女士                                 \n",
       " 35                     刘女士                    Consultant   \n",
       " 36                     邱女士                        人力资源管理   \n",
       " 37                     刘女士                    Consultant   \n",
       " 38                     张先生                          猎头顾问   \n",
       " 39                     杜先生                                 \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       " 1   ff2f3f5a9fff3611062c1b1ee9c7454d                    2   \n",
       " 2   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 3   d874c5f87567784901ab80e4a8b96567                    2   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 5   8595d9ba8d1a1a2d801c17c79e240538                    2   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                    2   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 8   14a8accf08a04a521806a0cca0964ad2                    2   \n",
       " 9   c55d8c37c29999932efebeb7f272cb14                    2   \n",
       " 10  8cd623ca6b256b8f27604c803496f761                    2   \n",
       " 11  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 12  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 13  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 14  985c18edc2b4008b04612e645251413c                    2   \n",
       " 15  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 16  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 17  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 18  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 19  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 20  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 21  beff7093463e459a613348042573671f                    2   \n",
       " 22  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 23  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 24  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 25  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 26  9cfdabc8878349689809d03804875792                    2   \n",
       " 27  8a0305395cddc174dfb6df235db455f2                    2   \n",
       " 28  3a5b505a337c783db090656a5246961f                    2   \n",
       " 29  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       " 30  ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       " 31  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 32  b46e176196ab3b129941166e65ebdb6f                    2   \n",
       " 33  767685575712890413dd84912f51618a                    2   \n",
       " 34  9e5b45289ab5581e337193710fe42056                    2   \n",
       " 35  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 36  d458df6acc9507089941166e65ebdb6f                    2   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 38  7c05f20f8a23faaa4383db9bf147ecbd                    2   \n",
       " 39  5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   c5724f323b2da66af8b40e43da5740a5   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 4   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 9   7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 10  76b3c5fa37c28d5b0833ed7f44c37e6d   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 11  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 14  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 15  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 16  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 17  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 18  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 19  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 23  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 25  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 26  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 27  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 28  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 29  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  71e39b9fa38c7913909ac669ef10aa84   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 31  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 32  0fa2d60e2668081853ee69faf212d0bc   600a795d845ac93d96472a1605u.png   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  69bf0604ae10eb243f03c06e2c7db374   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  2b6b0643bf65c612313162312f0bffed   62903e4ce4c190153f6f304c06u.jpg   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  1bb6c055b07f554dbce99e0b13d1f3a4  61bfe8e8d8489c6530a2c4db06u.jpeg   \n",
       " 39  c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3           融资未公开  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6             已上市  \n",
       " 7             NaN  \n",
       " 8           融资未公开  \n",
       " 9           融资未公开  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             D轮  \n",
       " 14          融资未公开  \n",
       " 15            NaN  \n",
       " 16           港股上市  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20          融资未公开  \n",
       " 21         沪深A股上市  \n",
       " 22             其他  \n",
       " 23          融资未公开  \n",
       " 24            NaN  \n",
       " 25            NaN  \n",
       " 26          融资未公开  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29            NaN  \n",
       " 30            NaN  \n",
       " 31            已上市  \n",
       " 32            NaN  \n",
       " 33          融资未公开  \n",
       " 34            已上市  \n",
       " 35            NaN  \n",
       " 36          科创板上市  \n",
       " 37            NaN  \n",
       " 38            已上市  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 3   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 8   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 9   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 14  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 18  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 20  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 26  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 27  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 28  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 38  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"imId\":\"5...   \n",
       " 1   {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"imId\":\"f...   \n",
       " 2   {\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"imId\":\"0...   \n",
       " 3   {\"jobKind\":\"1\",\"recruiterName\":\"谌女士\",\"imId\":\"d...   \n",
       " 4   {\"jobKind\":\"2\",\"recruiterName\":\"樊女士\",\"imId\":\"c...   \n",
       " 5   {\"jobKind\":\"2\",\"recruiterName\":\"翁女士\",\"imId\":\"8...   \n",
       " 6   {\"jobKind\":\"2\",\"recruiterName\":\"张先生\",\"imId\":\"f...   \n",
       " 7   {\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"imId\":\"0...   \n",
       " 8   {\"jobKind\":\"1\",\"recruiterName\":\"陈女士\",\"imId\":\"1...   \n",
       " 9   {\"jobKind\":\"1\",\"recruiterName\":\"朱女士\",\"imId\":\"c...   \n",
       " 10  {\"jobKind\":\"2\",\"recruiterName\":\"戴先生\",\"imId\":\"8...   \n",
       " 11  {\"jobKind\":\"1\",\"recruiterName\":\"曾女士\",\"imId\":\"7...   \n",
       " 12  {\"jobKind\":\"2\",\"recruiterName\":\"冯先生\",\"imId\":\"f...   \n",
       " 13  {\"jobKind\":\"2\",\"recruiterName\":\"程先生\",\"imId\":\"6...   \n",
       " 14  {\"jobKind\":\"1\",\"recruiterName\":\"陈女士\",\"imId\":\"9...   \n",
       " 15  {\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"imId\":\"2...   \n",
       " 16  {\"jobKind\":\"2\",\"recruiterName\":\"刘先生\",\"imId\":\"d...   \n",
       " 17  {\"jobKind\":\"1\",\"recruiterName\":\"宋女士\",\"imId\":\"3...   \n",
       " 18  {\"jobKind\":\"1\",\"recruiterName\":\"唐女士\",\"imId\":\"7...   \n",
       " 19  {\"jobKind\":\"2\",\"recruiterName\":\"Keli Tang\",\"im...   \n",
       " 20  {\"jobKind\":\"1\",\"recruiterName\":\"林先生\",\"imId\":\"d...   \n",
       " 21  {\"jobKind\":\"2\",\"recruiterName\":\"黎先生\",\"imId\":\"b...   \n",
       " 22  {\"jobKind\":\"2\",\"recruiterName\":\"张先生\",\"imId\":\"b...   \n",
       " 23  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"imId\":\"1...   \n",
       " 24  {\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"imId\":\"f...   \n",
       " 25  {\"jobKind\":\"2\",\"recruiterName\":\"林女士\",\"imId\":\"7...   \n",
       " 26  {\"jobKind\":\"1\",\"recruiterName\":\"孙女士\",\"imId\":\"9...   \n",
       " 27  {\"jobKind\":\"1\",\"recruiterName\":\"赵女士\",\"imId\":\"8...   \n",
       " 28  {\"jobKind\":\"1\",\"recruiterName\":\"蔡先生\",\"imId\":\"3...   \n",
       " 29  {\"jobKind\":\"2\",\"recruiterName\":\"杜先生\",\"imId\":\"0...   \n",
       " 30  {\"jobKind\":\"2\",\"recruiterName\":\"郑先生\",\"imId\":\"e...   \n",
       " 31  {\"jobKind\":\"2\",\"recruiterName\":\"俞女士\",\"imId\":\"9...   \n",
       " 32  {\"jobKind\":\"1\",\"recruiterName\":\"杨女士\",\"imId\":\"b...   \n",
       " 33  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"imId\":\"7...   \n",
       " 34  {\"jobKind\":\"2\",\"recruiterName\":\"唐女士\",\"imId\":\"9...   \n",
       " 35  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"imId\":\"b...   \n",
       " 36  {\"jobKind\":\"2\",\"recruiterName\":\"邱女士\",\"imId\":\"d...   \n",
       " 37  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"imId\":\"b...   \n",
       " 38  {\"jobKind\":\"1\",\"recruiterName\":\"张先生\",\"imId\":\"7...   \n",
       " 39  {\"jobKind\":\"2\",\"recruiterName\":\"杜先生\",\"imId\":\"5...   \n",
       " \n",
       "                                            job.labels job.jobKind  job.topJob  \\\n",
       " 0                                  [产品开发, 产品规划, 产品运营]           2        True   \n",
       " 1         [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]           2        True   \n",
       " 2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2       False   \n",
       " 3   [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...           1       False   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]           2       False   \n",
       " 5                                                  []           2       False   \n",
       " 6                                            [神外, 医生]           2       False   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2       False   \n",
       " 8                                                  []           1       False   \n",
       " 9                                         [化妆品, to B]           1       False   \n",
       " 10                         [IT互联网, to C, 移动端产品, 产品规划]           2       False   \n",
       " 11                                           [web端产品]           1       False   \n",
       " 12                                  [to C, 消费品, 电子商务]           2       False   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...           2       False   \n",
       " 14                                                 []           1       False   \n",
       " 15                                                 []           2       False   \n",
       " 16                                             [泌尿外科]           2       False   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1       False   \n",
       " 18                                                 []           1       False   \n",
       " 19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2       False   \n",
       " 20                                             [to C]           1       False   \n",
       " 21  [数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...           2       False   \n",
       " 22                                                 []           2       False   \n",
       " 23                                                 []           2       False   \n",
       " 24                                 [商品管理, 产品企划, 商品运营]           2       False   \n",
       " 25                                                 []           2       False   \n",
       " 26                                 [市场营销, 产品管理, 产品开发]           1       False   \n",
       " 27  [供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...           1       False   \n",
       " 28  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1       False   \n",
       " 29              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]           2       False   \n",
       " 30                                             [品牌策划]           2       False   \n",
       " 31  [CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...           2       False   \n",
       " 32  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1       False   \n",
       " 33                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]           2       False   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]           2       False   \n",
       " 35                                                 []           2       False   \n",
       " 36                                             [数据分析]           2       False   \n",
       " 37                                             [增长产品]           2       False   \n",
       " 38                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]           1       False   \n",
       " 39                                      [供应链产品, 数据分析]           2       False   \n",
       " \n",
       "     job.salary  job.dq                                     job.title  \\\n",
       " 0   10-15k·13薪  广州-越秀区                                        电商产品经理   \n",
       " 1   20-28k·14薪  广州-海珠区                                      临床项目经理PM   \n",
       " 2         薪资面议  广州-天河区                   产品经理（化妆品原料）/Product Manager   \n",
       " 3       20-30k      广州                          产品经理/Product Manager   \n",
       " 4       20-25k  广州-番禺区                           产品经理Product Manager   \n",
       " 5         薪资面议  广州-越秀区            Product Sales Manager MR 产品销售经理 广州   \n",
       " 6   12-15k·15薪  广州-越秀区                神外产品销售经理 Product Sales Manager   \n",
       " 7         薪资面议  广州-天河区                             助理产品经理（化妆品原料）/APM   \n",
       " 8   30-45k·14薪      广州                                     化妆品原料产品经理   \n",
       " 9       25-29k  广州-天河区                                          产品经理   \n",
       " 10      20-35k  广州-天河区                                        高级产品PM   \n",
       " 11  15-24k·13薪  广州-白云区                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12  20-40k·14薪  广州-天河区                                      eWMS产品经理   \n",
       " 13  25-50k·15薪      广州                                  自动驾驶（硬件）产品经理   \n",
       " 14  20-40k·16薪      广州                                     产品销售经理-广州   \n",
       " 15  20-40k·13薪  广州-天河区                    Automation Product Manager   \n",
       " 16  25-30k·14薪  广州-越秀区                                        医药产品经理   \n",
       " 17  18-30k·13薪      广州  Assistant Product Manager / Product Manager    \n",
       " 18  30-50k·14薪  广州-海珠区                                        硬件产品经理   \n",
       " 19  18-40k·14薪  广州-越秀区                                          产品经理   \n",
       " 20  20-40k·15薪      广州                          eWMS Product Manager   \n",
       " 21       6-10k  广州-天河区                                 产品经理（企业数字化转型）   \n",
       " 22        薪资面议      广州                                        数码产品经理   \n",
       " 23      12-30k      广州                                  产品经理（工业消洗产品）   \n",
       " 24  14-28k·16薪  广州-天河区                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 25      15-25k  广州-天河区                             产品经理-产品企划(J13606)   \n",
       " 26      25-30k      广州                              Product Manager    \n",
       " 27      20-30k      广州                                          产品经理   \n",
       " 28      20-30k      广州                                          产品经理   \n",
       " 29        薪资面议  广州-天河区                          eWMS Product Manager   \n",
       " 30      15-25k  广州-白云区                                        产品策划经理   \n",
       " 31      11-22k  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 32  15-30k·15薪      广州                                          产品经理   \n",
       " 33  15-20k·20薪  广州-黄埔区                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 34  20-28k·13薪  广州-天河区                        项目发行PM（二次元） (MJ000855)   \n",
       " 35        薪资面议  广州-天河区                                        数字营销PM   \n",
       " 36  15-30k·13薪  广州-海珠区                                          游戏PM   \n",
       " 37        薪资面议      广州                                          活动PM   \n",
       " 38      25-40k  广州-黄埔区                                        软件产品经理   \n",
       " 39    5-7k·13薪  广州-番禺区                                        产品经理助理   \n",
       " \n",
       "    job.jobId job.refreshTime  ... comp.compScale  \\\n",
       " 0   58002363  20230421104505  ...         50-99人   \n",
       " 1   58486091  20230511163715  ...       10000人以上   \n",
       " 2   50965433  20230512143009  ...         50-99人   \n",
       " 3   44053277  20230512175807  ...       500-999人   \n",
       " 4   57679297  20230410215438  ...       100-499人   \n",
       " 5   56689685  20230303234707  ...    5000-10000人   \n",
       " 6   58215521  20230428143658  ...       10000人以上   \n",
       " 7   57794503  20230512143009  ...         50-99人   \n",
       " 8   45379571  20230507193936  ...         50-99人   \n",
       " 9   45380041  20230425140852  ...         50-99人   \n",
       " 10  58425003  20230510085022  ...       100-499人   \n",
       " 11  44113675  20230306145244  ...     2000-5000人   \n",
       " 12  57001973  20230512144309  ...       10000人以上   \n",
       " 13  57223711  20230505092519  ...       100-499人   \n",
       " 14  43492441  20230511101127  ...       10000人以上   \n",
       " 15  56876529  20230512113721  ...    5000-10000人   \n",
       " 16  57157157  20230321153342  ...     2000-5000人   \n",
       " 17  45187159  20230411142619  ...     2000-5000人   \n",
       " 18  45327891  20230425143147  ...          1-49人   \n",
       " 19  30477665  20230426112936  ...          1-49人   \n",
       " 20  44978805  20230413114524  ...       10000人以上   \n",
       " 21  56295007  20230221094711  ...    5000-10000人   \n",
       " 22  43037645  20210913204744  ...     2000-5000人   \n",
       " 23  35923437  20220319162445  ...       100-499人   \n",
       " 24  50466807  20221116184947  ...     2000-5000人   \n",
       " 25  55829685  20230206112123  ...     2000-5000人   \n",
       " 26  45177357  20230512103745  ...     2000-5000人   \n",
       " 27  45253831  20230413092954  ...       100-499人   \n",
       " 28  45263747  20230512085834  ...       100-499人   \n",
       " 29  54145433  20230512151232  ...       10000人以上   \n",
       " 30  55992453  20230511100434  ...     1000-2000人   \n",
       " 31  57403583  20230329180701  ...       10000人以上   \n",
       " 32  45422545  20230419100536  ...       100-499人   \n",
       " 33  48554057  20230508130514  ...       100-499人   \n",
       " 34  48905275  20220928174530  ...       500-999人   \n",
       " 35  23154709  20200728103437  ...     2000-5000人   \n",
       " 36  31935443  20200921191755  ...     1000-2000人   \n",
       " 37  25415919  20210615114605  ...     2000-5000人   \n",
       " 38  45486777  20230511103714  ...    5000-10000人   \n",
       " 39  57816811  20230504135056  ...       100-499人   \n",
       " \n",
       "                                    comp.link recruiter.recruiterName  \\\n",
       " 0    https://www.liepin.com/company/9720899/                     刘女士   \n",
       " 1    https://www.liepin.com/company/9649909/                     李女士   \n",
       " 2    https://www.liepin.com/company/8112968/                     吴女士   \n",
       " 3                                                                谌女士   \n",
       " 4   https://www.liepin.com/company/13315477/                     樊女士   \n",
       " 5    https://www.liepin.com/company/8916227/                     翁女士   \n",
       " 6    https://www.liepin.com/company/7023768/                     张先生   \n",
       " 7    https://www.liepin.com/company/8112968/                     吴女士   \n",
       " 8                                                                陈女士   \n",
       " 9                                                                朱女士   \n",
       " 10  https://www.liepin.com/company/13538001/                     戴先生   \n",
       " 11                                                               曾女士   \n",
       " 12    https://www.liepin.com/company/873330/                     冯先生   \n",
       " 13   https://www.liepin.com/company/9491766/                     程先生   \n",
       " 14                                                               陈女士   \n",
       " 15   https://www.liepin.com/company/8506529/                     王女士   \n",
       " 16   https://www.liepin.com/company/8275623/                     刘先生   \n",
       " 17                                                               宋女士   \n",
       " 18                                                               唐女士   \n",
       " 19   https://www.liepin.com/company/9283329/               Keli Tang   \n",
       " 20                                                               林先生   \n",
       " 21   https://www.liepin.com/company/7863327/                     黎先生   \n",
       " 22   https://www.liepin.com/company/2664546/                     张先生   \n",
       " 23   https://www.liepin.com/company/7932064/                     陈女士   \n",
       " 24  https://www.liepin.com/company/13032765/                     陈先生   \n",
       " 25  https://www.liepin.com/company/13032765/                     林女士   \n",
       " 26                                                               孙女士   \n",
       " 27                                                               赵女士   \n",
       " 28                                                               蔡先生   \n",
       " 29    https://www.liepin.com/company/873330/                     杜先生   \n",
       " 30   https://www.liepin.com/company/9660700/                     郑先生   \n",
       " 31   https://www.liepin.com/company/8361671/                     俞女士   \n",
       " 32                                                               杨女士   \n",
       " 33   https://www.liepin.com/company/7932064/                     陈女士   \n",
       " 34    https://www.liepin.com/company/803274/                     唐女士   \n",
       " 35   https://www.liepin.com/company/6629285/                     刘女士   \n",
       " 36   https://www.liepin.com/company/8307104/                     邱女士   \n",
       " 37   https://www.liepin.com/company/6629285/                     刘女士   \n",
       " 38                                                               张先生   \n",
       " 39   https://www.liepin.com/company/9730786/                     杜先生   \n",
       " \n",
       "         recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                           人事经理  561ff6e28a2e9cb4aa6795a3148228ff   \n",
       " 1                                 ff2f3f5a9fff3611062c1b1ee9c7454d   \n",
       " 2                  HR Specialist  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 3                           猎头顾问  d874c5f87567784901ab80e4a8b96567   \n",
       " 4                            HRM  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 5   Recruiter-Talent Acquisition  8595d9ba8d1a1a2d801c17c79e240538   \n",
       " 6                         人力资源专员  f8a500e0eab81d475153eb2d84a8b1de   \n",
       " 7                  HR Specialist  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 8                           猎头顾问  14a8accf08a04a521806a0cca0964ad2   \n",
       " 9                           猎头顾问  c55d8c37c29999932efebeb7f272cb14   \n",
       " 10                          招聘经理  8cd623ca6b256b8f27604c803496f761   \n",
       " 11                          猎头顾问  7908151abdbef12e2efebeb7f272cb14   \n",
       " 12                     Recruiter  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 13                          招聘专家  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 14                          猎头顾问  985c18edc2b4008b04612e645251413c   \n",
       " 15                        人力资源专员  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 16                    高级医学信息沟通专员  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 17                          猎头顾问  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 18                          猎头顾问  73f267275bfde46ce68ea511f8a9efc5   \n",
       " 19                          HRBP  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 20                          猎头顾问  d9615c119bb132bd55a0b6511a508218   \n",
       " 21                          招聘主管  beff7093463e459a613348042573671f   \n",
       " 22                           112  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 23                            HR  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 24                                feaaf399e43a569d29323863fa1c0b93   \n",
       " 25                    人力资源业务合作伙伴  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 26                          猎头顾问  9cfdabc8878349689809d03804875792   \n",
       " 27                          猎头顾问  8a0305395cddc174dfb6df235db455f2   \n",
       " 28                          猎头顾问  3a5b505a337c783db090656a5246961f   \n",
       " 29                          招聘经理  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       " 30                           HRM  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 31                            HR  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 32                          猎头顾问  b46e176196ab3b129941166e65ebdb6f   \n",
       " 33                                767685575712890413dd84912f51618a   \n",
       " 34                                9e5b45289ab5581e337193710fe42056   \n",
       " 35                    Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 36                        人力资源管理  d458df6acc9507089941166e65ebdb6f   \n",
       " 37                    Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 38                          猎头顾问  7c05f20f8a23faaa4383db9bf147ecbd   \n",
       " 39                                5fdfb4259befbf07160bef405ccde8ba   \n",
       " \n",
       "     recruiter.imUserType recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0                      2             False  e478580dede58f33b410edb79f6d12d0   \n",
       " 1                      2             False  c5724f323b2da66af8b40e43da5740a5   \n",
       " 2                      2             False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 3                      2             False  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 4                      2             False  74207202b9a1882cbe061eb681f898fc   \n",
       " 5                      2             False  f08748e81b3b0757d734fc6b171fa589   \n",
       " 6                      2             False  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 7                      2             False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 8                      2             False  9780c9933530029971f2c48a1f2fc365   \n",
       " 9                      2             False  7660709be664be56c32a8aef2aff706d   \n",
       " 10                     2             False  76b3c5fa37c28d5b0833ed7f44c37e6d   \n",
       " 11                     2             False  ef813c13d17ddf72662825202deeb056   \n",
       " 12                     2             False  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13                     2             False  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14                     2             False  b61494f006ea807945c2c8b358b10fa1   \n",
       " 15                     2             False  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 16                     2             False  22ab2b1a88769c3259935c280d474240   \n",
       " 17                     2             False  375a1dfe17607510a0693c119d820cfb   \n",
       " 18                     2             False  1d96d00cfe919fa26a1adf5987777a35   \n",
       " 19                     2             False  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 20                     2             False  ec2448066ad5cdf94f25083a3243b675   \n",
       " 21                     2             False  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 22                     2             False  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 23                     2             False  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 24                     2             False  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 25                     2             False  308332da68f592edf82050c4b8bff969   \n",
       " 26                     2             False  47227c6fbfcd952686963be95b15422d   \n",
       " 27                     2             False  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       " 28                     2             False  8fc7562cc0d10f9479c452c56622eaa4   \n",
       " 29                     2             False  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 30                     2             False  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 31                     2             False  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 32                     2             False  0fa2d60e2668081853ee69faf212d0bc   \n",
       " 33                     2             False  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 34                     2             False  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 35                     2             False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 36                     2             False  2b6b0643bf65c612313162312f0bffed   \n",
       " 37                     2             False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38                     2             False  1bb6c055b07f554dbce99e0b13d1f3a4   \n",
       " 39                     2             False  c8d145acb0a3162c59941f318d428c38   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \n",
       " 0    5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 2    5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 3    5cb81b959fae687d43164cca03u.jpg          融资未公开  \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       " 5    5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 6    5f8f986aea60860b75384fab08u.jpg            已上市  \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 8   6334ed78b3675f2b6ab1bc9801u.jpeg          融资未公开  \n",
       " 9    62a6c09a08bee4201e5c618f05u.png          融资未公开  \n",
       " 10   5f8f986c79c7cc70efbf36c808u.jpg            NaN  \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png          融资未公开  \n",
       " 12   63a9534728c57209b0f4aa0505u.png            NaN  \n",
       " 13   63a46574fd38b10039f0b94b05u.png             D轮  \n",
       " 14   5f8fa3bdea60860b75385c7e08u.png          融资未公开  \n",
       " 15   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 16   5f8f986aea60860b75384fab08u.jpg           港股上市  \n",
       " 17   6100c9081d756a75997a266703u.jpg          融资未公开  \n",
       " 18   5f8fa3bddfb13a7dee343d7608u.png            NaN  \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 20   62f7aab56555120790d6013103u.png          融资未公开  \n",
       " 21   5f8f9868f6d1ab58476f24a008u.jpg         沪深A股上市  \n",
       " 22   5f8f986aea60860b75384fab08u.jpg             其他  \n",
       " 23   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开  \n",
       " 24   5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       " 25   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 26  6321be3095ee1c04143439eb01u.jpeg          融资未公开  \n",
       " 27   606ff339fd3cfa235c8a104e02u.png            NaN  \n",
       " 28   5f8fa3a78dbe6273dcf85e2608u.png            NaN  \n",
       " 29   5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " 30   5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       " 31   601baaab60c8320221e3c1d902u.png            已上市  \n",
       " 32   600a795d845ac93d96472a1605u.png            NaN  \n",
       " 33   5f8f98648dbe6273dcf8515508u.jpg          融资未公开  \n",
       " 34   5f8f986779c7cc70efbf36c008u.jpg            已上市  \n",
       " 35   5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       " 36   62903e4ce4c190153f6f304c06u.jpg          科创板上市  \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       " 38  61bfe8e8d8489c6530a2c4db06u.jpeg            已上市  \n",
       " 39   5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"刘女士\",\"jobId\":\"58002363\",\"imI...   \n",
       " 1   {\"recruiterName\":\"李女士\",\"jobId\":\"58486091\",\"imI...   \n",
       " 2   {\"recruiterName\":\"吴女士\",\"jobId\":\"50965433\",\"imI...   \n",
       " 3   {\"recruiterName\":\"谌女士\",\"jobId\":\"44053277\",\"imI...   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"jobId\":\"57679297\",\"imI...   \n",
       " 5   {\"recruiterName\":\"翁女士\",\"jobId\":\"56689685\",\"imI...   \n",
       " 6   {\"recruiterName\":\"张先生\",\"jobId\":\"58215521\",\"imI...   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"jobId\":\"57794503\",\"imI...   \n",
       " 8   {\"recruiterName\":\"陈女士\",\"jobId\":\"45379571\",\"imI...   \n",
       " 9   {\"recruiterName\":\"朱女士\",\"jobId\":\"45380041\",\"imI...   \n",
       " 10  {\"recruiterName\":\"戴先生\",\"jobId\":\"58425003\",\"imI...   \n",
       " 11  {\"recruiterName\":\"曾女士\",\"jobId\":\"44113675\",\"imI...   \n",
       " 12  {\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"imI...   \n",
       " 13  {\"recruiterName\":\"程先生\",\"jobId\":\"57223711\",\"imI...   \n",
       " 14  {\"recruiterName\":\"陈女士\",\"jobId\":\"43492441\",\"imI...   \n",
       " 15  {\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"imI...   \n",
       " 16  {\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"imI...   \n",
       " 17  {\"recruiterName\":\"宋女士\",\"jobId\":\"45187159\",\"imI...   \n",
       " 18  {\"recruiterName\":\"唐女士\",\"jobId\":\"45327891\",\"imI...   \n",
       " 19  {\"recruiterName\":\"Keli Tang\",\"jobId\":\"30477665...   \n",
       " 20  {\"recruiterName\":\"林先生\",\"jobId\":\"44978805\",\"imI...   \n",
       " 21  {\"recruiterName\":\"黎先生\",\"jobId\":\"56295007\",\"imI...   \n",
       " 22  {\"recruiterName\":\"张先生\",\"jobId\":\"43037645\",\"imI...   \n",
       " 23  {\"recruiterName\":\"陈女士\",\"jobId\":\"35923437\",\"imI...   \n",
       " 24  {\"recruiterName\":\"陈先生\",\"jobId\":\"50466807\",\"imI...   \n",
       " 25  {\"recruiterName\":\"林女士\",\"jobId\":\"55829685\",\"imI...   \n",
       " 26  {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"imI...   \n",
       " 27  {\"recruiterName\":\"赵女士\",\"jobId\":\"45253831\",\"imI...   \n",
       " 28  {\"recruiterName\":\"蔡先生\",\"jobId\":\"45263747\",\"imI...   \n",
       " 29  {\"recruiterName\":\"杜先生\",\"jobId\":\"54145433\",\"imI...   \n",
       " 30  {\"recruiterName\":\"郑先生\",\"jobId\":\"55992453\",\"imI...   \n",
       " 31  {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"imI...   \n",
       " 32  {\"recruiterName\":\"杨女士\",\"jobId\":\"45422545\",\"imI...   \n",
       " 33  {\"recruiterName\":\"陈女士\",\"jobId\":\"48554057\",\"imI...   \n",
       " 34  {\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"imI...   \n",
       " 35  {\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"imI...   \n",
       " 36  {\"recruiterName\":\"邱女士\",\"jobId\":\"31935443\",\"imI...   \n",
       " 37  {\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"imI...   \n",
       " 38  {\"recruiterName\":\"张先生\",\"jobId\":\"45486777\",\"imI...   \n",
       " 39  {\"recruiterName\":\"杜先生\",\"jobId\":\"57816811\",\"imI...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                  [产品开发, 产品规划, 产品运营]  20230421104505   \n",
       " 1         [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]  20230511163715   \n",
       " 2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  20230512143009   \n",
       " 3   [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...  20230512175807   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  20230410215438   \n",
       " 5                                                  []  20230303234707   \n",
       " 6                                            [神外, 医生]  20230428143658   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  20230512143009   \n",
       " 8                                                  []  20230507193936   \n",
       " 9                                         [化妆品, to B]  20230425140852   \n",
       " 10                         [IT互联网, to C, 移动端产品, 产品规划]  20230510085022   \n",
       " 11                                           [web端产品]  20230306145244   \n",
       " 12                                  [to C, 消费品, 电子商务]  20230512144309   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  20230505092519   \n",
       " 14                                                 []  20230511101127   \n",
       " 15                                                 []  20230512113721   \n",
       " 16                                             [泌尿外科]  20230321153342   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  20230411142619   \n",
       " 18                                                 []  20230425143147   \n",
       " 19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  20230426112936   \n",
       " 20                                             [to C]  20230413114524   \n",
       " 21  [数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...  20230221094711   \n",
       " 22                                                 []  20210913204744   \n",
       " 23                                                 []  20220319162445   \n",
       " 24                                 [商品管理, 产品企划, 商品运营]  20221116184947   \n",
       " 25                                                 []  20230206112123   \n",
       " 26                                 [市场营销, 产品管理, 产品开发]  20230512103745   \n",
       " 27  [供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...  20230413092954   \n",
       " 28  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  20230512085834   \n",
       " 29              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  20230512151232   \n",
       " 30                                             [品牌策划]  20230511100434   \n",
       " 31  [CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...  20230329180701   \n",
       " 32  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  20230419100536   \n",
       " 33                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  20230508130514   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]  20220928174530   \n",
       " 35                                                 []  20200728103437   \n",
       " 36                                             [数据分析]  20200921191755   \n",
       " 37                                             [增长产品]  20210615114605   \n",
       " 38                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]  20230511103714   \n",
       " 39                                      [供应链产品, 数据分析]  20230504135056   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  \\\n",
       " 0                                         电商产品经理  10-15k·13薪  广州-越秀区   \n",
       " 1                                       临床项目经理PM  20-28k·14薪  广州-海珠区   \n",
       " 2                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区   \n",
       " 3                           产品经理/Product Manager      20-30k      广州   \n",
       " 4                            产品经理Product Manager      20-25k  广州-番禺区   \n",
       " 5             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  广州-越秀区   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区   \n",
       " 8                                      化妆品原料产品经理  30-45k·14薪      广州   \n",
       " 9                                           产品经理      25-29k  广州-天河区   \n",
       " 10                                        高级产品PM      20-35k  广州-天河区   \n",
       " 11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区   \n",
       " 12                                      eWMS产品经理  20-40k·14薪  广州-天河区   \n",
       " 13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州   \n",
       " 14                                     产品销售经理-广州  20-40k·16薪      广州   \n",
       " 15                    Automation Product Manager  20-40k·13薪  广州-天河区   \n",
       " 16                                        医药产品经理  25-30k·14薪  广州-越秀区   \n",
       " 17  Assistant Product Manager / Product Manager   18-30k·13薪      广州   \n",
       " 18                                        硬件产品经理  30-50k·14薪  广州-海珠区   \n",
       " 19                                          产品经理  18-40k·14薪  广州-越秀区   \n",
       " 20                          eWMS Product Manager  20-40k·15薪      广州   \n",
       " 21                                 产品经理（企业数字化转型）       6-10k  广州-天河区   \n",
       " 22                                        数码产品经理        薪资面议      广州   \n",
       " 23                                  产品经理（工业消洗产品）      12-30k      广州   \n",
       " 24                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区   \n",
       " 25                             产品经理-产品企划(J13606)      15-25k  广州-天河区   \n",
       " 26                              Product Manager       25-30k      广州   \n",
       " 27                                          产品经理      20-30k      广州   \n",
       " 28                                          产品经理      20-30k      广州   \n",
       " 29                          eWMS Product Manager        薪资面议  广州-天河区   \n",
       " 30                                        产品策划经理      15-25k  广州-白云区   \n",
       " 31                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区   \n",
       " 32                                          产品经理  15-30k·15薪      广州   \n",
       " 33                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区   \n",
       " 34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区   \n",
       " 35                                        数字营销PM        薪资面议  广州-天河区   \n",
       " 36                                          游戏PM  15-30k·13薪  广州-海珠区   \n",
       " 37                                          活动PM        薪资面议      广州   \n",
       " 38                                        软件产品经理      25-40k  广州-黄埔区   \n",
       " 39                                        产品经理助理    5-7k·13薪  广州-番禺区   \n",
       " \n",
       "    job.jobId  job.topJob job.jobKind  ... comp.compIndustry comp.compScale  \\\n",
       " 0   58002363        True           2  ...             批发/零售         50-99人   \n",
       " 1   58486091        True           2  ...                制药       10000人以上   \n",
       " 2   50965433       False           2  ...            贸易/进出口         50-99人   \n",
       " 3   44053277       False           1  ...             机械/设备       500-999人   \n",
       " 4   57679297       False           2  ...              IT服务       100-499人   \n",
       " 5   56689685       False           2  ...              医疗器械    5000-10000人   \n",
       " 6   58215521       False           2  ...                制药       10000人以上   \n",
       " 7   57794503       False           2  ...            贸易/进出口         50-99人   \n",
       " 8   45379571       False           1  ...            贸易/进出口         50-99人   \n",
       " 9   45380041       False           1  ...            贸易/进出口         50-99人   \n",
       " 10  58425003       False           2  ...            人力资源服务       100-499人   \n",
       " 11  44113675       False           1  ...          食品/饮料/酒水     2000-5000人   \n",
       " 12  57001973       False           2  ...                日化       10000人以上   \n",
       " 13  57223711       False           2  ...              人工智能       100-499人   \n",
       " 14  43492441       False           1  ...              医疗器械       10000人以上   \n",
       " 15  56876529       False           2  ...              医疗器械    5000-10000人   \n",
       " 16  57157157       False           2  ...                制药     2000-5000人   \n",
       " 17  45187159       False           1  ...                日化     2000-5000人   \n",
       " 18  45327891       False           1  ...           电气机械/器材          1-49人   \n",
       " 19  30477665       False           2  ...            专业技术服务          1-49人   \n",
       " 20  44978805       False           1  ...          食品/饮料/酒水       10000人以上   \n",
       " 21  56295007       False           2  ...              通信设备    5000-10000人   \n",
       " 22  43037645       False           2  ...             计算机软件     2000-5000人   \n",
       " 23  35923437       False           2  ...                制药       100-499人   \n",
       " 24  50466807       False           2  ...          服装/纺织/皮革     2000-5000人   \n",
       " 25  55829685       False           2  ...          服装/纺织/皮革     2000-5000人   \n",
       " 26  45177357       False           1  ...                日化     2000-5000人   \n",
       " 27  45253831       False           1  ...              IT服务       100-499人   \n",
       " 28  45263747       False           1  ...              IT服务       100-499人   \n",
       " 29  54145433       False           2  ...                日化       10000人以上   \n",
       " 30  55992453       False           2  ...               互联网     1000-2000人   \n",
       " 31  57403583       False           2  ...               互联网       10000人以上   \n",
       " 32  45422545       False           1  ...              IT服务       100-499人   \n",
       " 33  48554057       False           2  ...                制药       100-499人   \n",
       " 34  48905275       False           2  ...                游戏       500-999人   \n",
       " 35  23154709       False           2  ...              IT服务     2000-5000人   \n",
       " 36  31935443       False           2  ...                游戏     1000-2000人   \n",
       " 37  25415919       False           2  ...              IT服务     2000-5000人   \n",
       " 38  45486777       False           1  ...             计算机软件    5000-10000人   \n",
       " 39  57816811       False           2  ...       电子/半导体/集成电路       100-499人   \n",
       " \n",
       "    recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                      刘女士                          人事经理   \n",
       " 1                      李女士                                 \n",
       " 2                      吴女士                 HR Specialist   \n",
       " 3                      谌女士                          猎头顾问   \n",
       " 4                      樊女士                           HRM   \n",
       " 5                      翁女士  Recruiter-Talent Acquisition   \n",
       " 6                      张先生                        人力资源专员   \n",
       " 7                      吴女士                 HR Specialist   \n",
       " 8                      陈女士                          猎头顾问   \n",
       " 9                      朱女士                          猎头顾问   \n",
       " 10                     戴先生                          招聘经理   \n",
       " 11                     曾女士                          猎头顾问   \n",
       " 12                     冯先生                     Recruiter   \n",
       " 13                     程先生                          招聘专家   \n",
       " 14                     陈女士                          猎头顾问   \n",
       " 15                     王女士                        人力资源专员   \n",
       " 16                     刘先生                    高级医学信息沟通专员   \n",
       " 17                     宋女士                          猎头顾问   \n",
       " 18                     唐女士                          猎头顾问   \n",
       " 19               Keli Tang                          HRBP   \n",
       " 20                     林先生                          猎头顾问   \n",
       " 21                     黎先生                          招聘主管   \n",
       " 22                     张先生                           112   \n",
       " 23                     陈女士                            HR   \n",
       " 24                     陈先生                                 \n",
       " 25                     林女士                    人力资源业务合作伙伴   \n",
       " 26                     孙女士                          猎头顾问   \n",
       " 27                     赵女士                          猎头顾问   \n",
       " 28                     蔡先生                          猎头顾问   \n",
       " 29                     杜先生                          招聘经理   \n",
       " 30                     郑先生                           HRM   \n",
       " 31                     俞女士                            HR   \n",
       " 32                     杨女士                          猎头顾问   \n",
       " 33                     陈女士                                 \n",
       " 34                     唐女士                                 \n",
       " 35                     刘女士                    Consultant   \n",
       " 36                     邱女士                        人力资源管理   \n",
       " 37                     刘女士                    Consultant   \n",
       " 38                     张先生                          猎头顾问   \n",
       " 39                     杜先生                                 \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  recruiter.chatted  \\\n",
       " 0   561ff6e28a2e9cb4aa6795a3148228ff                    2              False   \n",
       " 1   ff2f3f5a9fff3611062c1b1ee9c7454d                    2              False   \n",
       " 2   0ce6f53a162e27cc9427b88c78d2ff1f                    2              False   \n",
       " 3   d874c5f87567784901ab80e4a8b96567                    2              False   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                    2              False   \n",
       " 5   8595d9ba8d1a1a2d801c17c79e240538                    2              False   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                    2              False   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                    2              False   \n",
       " 8   14a8accf08a04a521806a0cca0964ad2                    2              False   \n",
       " 9   c55d8c37c29999932efebeb7f272cb14                    2              False   \n",
       " 10  8cd623ca6b256b8f27604c803496f761                    2              False   \n",
       " 11  7908151abdbef12e2efebeb7f272cb14                    2              False   \n",
       " 12  fadfc2ceb1f0029d4ad85438c465a917                    2              False   \n",
       " 13  6fa10ff6ea77d091528dabef14b76f2d                    2              False   \n",
       " 14  985c18edc2b4008b04612e645251413c                    2              False   \n",
       " 15  24c1cab13ef9bc2e801c17c79e240538                    2              False   \n",
       " 16  d4cc4bca17cae276aefc9b4a2bd8879c                    2              False   \n",
       " 17  37476b87b3e233679f90a7bcfdb96d0e                    2              False   \n",
       " 18  73f267275bfde46ce68ea511f8a9efc5                    2              False   \n",
       " 19  edbe6a7c4ed9d6e5aaa70b13e477f173                    2              False   \n",
       " 20  d9615c119bb132bd55a0b6511a508218                    2              False   \n",
       " 21  beff7093463e459a613348042573671f                    2              False   \n",
       " 22  bd0efb08acc7704271de52c3bc0b6279                    2              False   \n",
       " 23  18f5af2ced812a43d6a9d1214a39013b                    2              False   \n",
       " 24  feaaf399e43a569d29323863fa1c0b93                    2              False   \n",
       " 25  7b8081a6d08696bafaf1d0d00bd33fc5                    2              False   \n",
       " 26  9cfdabc8878349689809d03804875792                    2              False   \n",
       " 27  8a0305395cddc174dfb6df235db455f2                    2              False   \n",
       " 28  3a5b505a337c783db090656a5246961f                    2              False   \n",
       " 29  0d2213fbc6520bd4e4cd5c055e1e05ce                    2              False   \n",
       " 30  ecb69f58b8af2fa07bed4a56d1662c8b                    2              False   \n",
       " 31  927752d28c878e66e4cd5c055e1e05ce                    2              False   \n",
       " 32  b46e176196ab3b129941166e65ebdb6f                    2              False   \n",
       " 33  767685575712890413dd84912f51618a                    2              False   \n",
       " 34  9e5b45289ab5581e337193710fe42056                    2              False   \n",
       " 35  b76b2be27ab4a4746042c177f0a1d2b1                    2              False   \n",
       " 36  d458df6acc9507089941166e65ebdb6f                    2              False   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                    2              False   \n",
       " 38  7c05f20f8a23faaa4383db9bf147ecbd                    2              False   \n",
       " 39  5fdfb4259befbf07160bef405ccde8ba                    2              False   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   c5724f323b2da66af8b40e43da5740a5   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 4   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 9   7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 10  76b3c5fa37c28d5b0833ed7f44c37e6d   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 11  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 14  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 15  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 16  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 17  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 18  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 19  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 23  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 25  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 26  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 27  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 28  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 29  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  71e39b9fa38c7913909ac669ef10aa84   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 31  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 32  0fa2d60e2668081853ee69faf212d0bc   600a795d845ac93d96472a1605u.png   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  69bf0604ae10eb243f03c06e2c7db374   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  2b6b0643bf65c612313162312f0bffed   62903e4ce4c190153f6f304c06u.jpg   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  1bb6c055b07f554dbce99e0b13d1f3a4  61bfe8e8d8489c6530a2c4db06u.jpeg   \n",
       " 39  c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3           融资未公开  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6             已上市  \n",
       " 7             NaN  \n",
       " 8           融资未公开  \n",
       " 9           融资未公开  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             D轮  \n",
       " 14          融资未公开  \n",
       " 15            NaN  \n",
       " 16           港股上市  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20          融资未公开  \n",
       " 21         沪深A股上市  \n",
       " 22             其他  \n",
       " 23          融资未公开  \n",
       " 24            NaN  \n",
       " 25            NaN  \n",
       " 26          融资未公开  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29            NaN  \n",
       " 30            NaN  \n",
       " 31            已上市  \n",
       " 32            NaN  \n",
       " 33          融资未公开  \n",
       " 34            已上市  \n",
       " 35            NaN  \n",
       " 36          科创板上市  \n",
       " 37            NaN  \n",
       " 38            已上市  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"userId\":\"e478580dede58f33b410e...   \n",
       " 1   {\"jobKind\":\"2\",\"userId\":\"c5724f323b2da66af8b40...   \n",
       " 2   {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       " 3   {\"jobKind\":\"1\",\"userId\":\"1ddf52f28236620a73d52...   \n",
       " 4   {\"jobKind\":\"2\",\"userId\":\"74207202b9a1882cbe061...   \n",
       " 5   {\"jobKind\":\"2\",\"userId\":\"f08748e81b3b0757d734f...   \n",
       " 6   {\"jobKind\":\"2\",\"userId\":\"5445ba45a2189a2b1a078...   \n",
       " 7   {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       " 8   {\"jobKind\":\"1\",\"userId\":\"9780c9933530029971f2c...   \n",
       " 9   {\"jobKind\":\"1\",\"userId\":\"7660709be664be56c32a8...   \n",
       " 10  {\"jobKind\":\"2\",\"userId\":\"76b3c5fa37c28d5b0833e...   \n",
       " 11  {\"jobKind\":\"1\",\"userId\":\"ef813c13d17ddf7266282...   \n",
       " 12  {\"jobKind\":\"2\",\"userId\":\"f7de5de3cbf7fd89b9bfd...   \n",
       " 13  {\"jobKind\":\"2\",\"userId\":\"1147dd557533b4567e147...   \n",
       " 14  {\"jobKind\":\"1\",\"userId\":\"b61494f006ea807945c2c...   \n",
       " 15  {\"jobKind\":\"2\",\"userId\":\"57a52ed73fed146b4c632...   \n",
       " 16  {\"jobKind\":\"2\",\"userId\":\"22ab2b1a88769c3259935...   \n",
       " 17  {\"jobKind\":\"1\",\"userId\":\"375a1dfe17607510a0693...   \n",
       " 18  {\"jobKind\":\"1\",\"userId\":\"1d96d00cfe919fa26a1ad...   \n",
       " 19  {\"jobKind\":\"2\",\"userId\":\"8d90c26ed477481c5bfe9...   \n",
       " 20  {\"jobKind\":\"1\",\"userId\":\"ec2448066ad5cdf94f250...   \n",
       " 21  {\"jobKind\":\"2\",\"userId\":\"ed79e9abb562c2c2e3f3a...   \n",
       " 22  {\"jobKind\":\"2\",\"userId\":\"80a35acbf6b5573c5c8cd...   \n",
       " 23  {\"jobKind\":\"2\",\"userId\":\"7f371db882206fccd2bdf...   \n",
       " 24  {\"jobKind\":\"2\",\"userId\":\"3466dbf14ff3a1923d3d8...   \n",
       " 25  {\"jobKind\":\"2\",\"userId\":\"308332da68f592edf8205...   \n",
       " 26  {\"jobKind\":\"1\",\"userId\":\"47227c6fbfcd952686963...   \n",
       " 27  {\"jobKind\":\"1\",\"userId\":\"a94c79b32e2ac4b0b0a63...   \n",
       " 28  {\"jobKind\":\"1\",\"userId\":\"8fc7562cc0d10f9479c45...   \n",
       " 29  {\"jobKind\":\"2\",\"userId\":\"cd24cb737616cf6b537f7...   \n",
       " 30  {\"jobKind\":\"2\",\"userId\":\"71e39b9fa38c7913909ac...   \n",
       " 31  {\"jobKind\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b8...   \n",
       " 32  {\"jobKind\":\"1\",\"userId\":\"0fa2d60e2668081853ee6...   \n",
       " 33  {\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5...   \n",
       " 34  {\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c...   \n",
       " 35  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       " 36  {\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c61231316...   \n",
       " 37  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       " 38  {\"jobKind\":\"1\",\"userId\":\"1bb6c055b07f554dbce99...   \n",
       " 39  {\"jobKind\":\"2\",\"userId\":\"c8d145acb0a3162c59941...   \n",
       " \n",
       "                                            job.labels job.requireWorkYears  \\\n",
       " 0                                  [产品开发, 产品规划, 产品运营]                 1-3年   \n",
       " 1         [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]                 3-5年   \n",
       " 2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...                 3-5年   \n",
       " 3   [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...                5-10年   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]                 3-5年   \n",
       " 5                                                  []                5-10年   \n",
       " 6                                            [神外, 医生]                 1-3年   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...                 3-5年   \n",
       " 8                                                  []                 3-5年   \n",
       " 9                                         [化妆品, to B]                 3-5年   \n",
       " 10                         [IT互联网, to C, 移动端产品, 产品规划]                 1-3年   \n",
       " 11                                           [web端产品]                5-10年   \n",
       " 12                                  [to C, 消费品, 电子商务]                 经验不限   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...                 经验不限   \n",
       " 14                                                 []                 3-5年   \n",
       " 15                                                 []                5-10年   \n",
       " 16                                             [泌尿外科]                 1-3年   \n",
       " 17                                   [化妆品, 消费品, 产品开发]                5-10年   \n",
       " 18                                                 []                5-10年   \n",
       " 19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...                5-10年   \n",
       " 20                                             [to C]                 经验不限   \n",
       " 21  [数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...                 3-5年   \n",
       " 22                                                 []                 3-5年   \n",
       " 23                                                 []                 3-5年   \n",
       " 24                                 [商品管理, 产品企划, 商品运营]                 3-5年   \n",
       " 25                                                 []                5-10年   \n",
       " 26                                 [市场营销, 产品管理, 产品开发]                 1-3年   \n",
       " 27  [供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...                10年以上   \n",
       " 28  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...                5-10年   \n",
       " 29              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]                5-10年   \n",
       " 30                                             [品牌策划]                5-10年   \n",
       " 31  [CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...                 3-5年   \n",
       " 32  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...                5-10年   \n",
       " 33                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]                 3-5年   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]                5-10年   \n",
       " 35                                                 []                5-10年   \n",
       " 36                                             [数据分析]                 3-5年   \n",
       " 37                                             [增长产品]                 3-5年   \n",
       " 38                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]                5-10年   \n",
       " 39                                      [供应链产品, 数据分析]                 1-3年   \n",
       " \n",
       "    job.requireEduLevel                                     job.title  \\\n",
       " 0                   大专                                        电商产品经理   \n",
       " 1                   本科                                      临床项目经理PM   \n",
       " 2                   硕士                   产品经理（化妆品原料）/Product Manager   \n",
       " 3                 统招本科                          产品经理/Product Manager   \n",
       " 4                   本科                           产品经理Product Manager   \n",
       " 5                   本科            Product Sales Manager MR 产品销售经理 广州   \n",
       " 6                 统招本科                神外产品销售经理 Product Sales Manager   \n",
       " 7                   本科                             助理产品经理（化妆品原料）/APM   \n",
       " 8                硕士及以上                                     化妆品原料产品经理   \n",
       " 9                 统招本科                                          产品经理   \n",
       " 10                  本科                                        高级产品PM   \n",
       " 11                统招本科                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12                统招本科                                      eWMS产品经理   \n",
       " 13                  本科                                  自动驾驶（硬件）产品经理   \n",
       " 14                学历不限                                     产品销售经理-广州   \n",
       " 15                  本科                    Automation Product Manager   \n",
       " 16                  硕士                                        医药产品经理   \n",
       " 17               本科及以上  Assistant Product Manager / Product Manager    \n",
       " 18               本科及以上                                        硬件产品经理   \n",
       " 19                  硕士                                          产品经理   \n",
       " 20                学历不限                          eWMS Product Manager   \n",
       " 21                  本科                                 产品经理（企业数字化转型）   \n",
       " 22                  本科                                        数码产品经理   \n",
       " 23                  硕士                                  产品经理（工业消洗产品）   \n",
       " 24                  本科                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 25                  本科                             产品经理-产品企划(J13606)   \n",
       " 26               本科及以上                              Product Manager    \n",
       " 27                统招本科                                          产品经理   \n",
       " 28                统招本科                                          产品经理   \n",
       " 29                统招本科                          eWMS Product Manager   \n",
       " 30                  本科                                        产品策划经理   \n",
       " 31                  本科                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 32                统招本科                                          产品经理   \n",
       " 33                  硕士                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 34                  本科                        项目发行PM（二次元） (MJ000855)   \n",
       " 35                  本科                                        数字营销PM   \n",
       " 36                  本科                                          游戏PM   \n",
       " 37                统招本科                                          活动PM   \n",
       " 38                统招本科                                        软件产品经理   \n",
       " 39                  大专                                        产品经理助理   \n",
       " \n",
       "     job.salary  job.dq job.jobKind job.refreshTime  ... comp.compIndustry  \\\n",
       " 0   10-15k·13薪  广州-越秀区           2  20230421104505  ...             批发/零售   \n",
       " 1   20-28k·14薪  广州-海珠区           2  20230511163715  ...                制药   \n",
       " 2         薪资面议  广州-天河区           2  20230512143009  ...            贸易/进出口   \n",
       " 3       20-30k      广州           1  20230512175807  ...             机械/设备   \n",
       " 4       20-25k  广州-番禺区           2  20230410215438  ...              IT服务   \n",
       " 5         薪资面议  广州-越秀区           2  20230303234707  ...              医疗器械   \n",
       " 6   12-15k·15薪  广州-越秀区           2  20230428143658  ...                制药   \n",
       " 7         薪资面议  广州-天河区           2  20230512143009  ...            贸易/进出口   \n",
       " 8   30-45k·14薪      广州           1  20230507193936  ...            贸易/进出口   \n",
       " 9       25-29k  广州-天河区           1  20230425140852  ...            贸易/进出口   \n",
       " 10      20-35k  广州-天河区           2  20230510085022  ...            人力资源服务   \n",
       " 11  15-24k·13薪  广州-白云区           1  20230306145244  ...          食品/饮料/酒水   \n",
       " 12  20-40k·14薪  广州-天河区           2  20230512144309  ...                日化   \n",
       " 13  25-50k·15薪      广州           2  20230505092519  ...              人工智能   \n",
       " 14  20-40k·16薪      广州           1  20230511101127  ...              医疗器械   \n",
       " 15  20-40k·13薪  广州-天河区           2  20230512113721  ...              医疗器械   \n",
       " 16  25-30k·14薪  广州-越秀区           2  20230321153342  ...                制药   \n",
       " 17  18-30k·13薪      广州           1  20230411142619  ...                日化   \n",
       " 18  30-50k·14薪  广州-海珠区           1  20230425143147  ...           电气机械/器材   \n",
       " 19  18-40k·14薪  广州-越秀区           2  20230426112936  ...            专业技术服务   \n",
       " 20  20-40k·15薪      广州           1  20230413114524  ...          食品/饮料/酒水   \n",
       " 21       6-10k  广州-天河区           2  20230221094711  ...              通信设备   \n",
       " 22        薪资面议      广州           2  20210913204744  ...             计算机软件   \n",
       " 23      12-30k      广州           2  20220319162445  ...                制药   \n",
       " 24  14-28k·16薪  广州-天河区           2  20221116184947  ...          服装/纺织/皮革   \n",
       " 25      15-25k  广州-天河区           2  20230206112123  ...          服装/纺织/皮革   \n",
       " 26      25-30k      广州           1  20230512103745  ...                日化   \n",
       " 27      20-30k      广州           1  20230413092954  ...              IT服务   \n",
       " 28      20-30k      广州           1  20230512085834  ...              IT服务   \n",
       " 29        薪资面议  广州-天河区           2  20230512151232  ...                日化   \n",
       " 30      15-25k  广州-白云区           2  20230511100434  ...               互联网   \n",
       " 31      11-22k  广州-番禺区           2  20230329180701  ...               互联网   \n",
       " 32  15-30k·15薪      广州           1  20230419100536  ...              IT服务   \n",
       " 33  15-20k·20薪  广州-黄埔区           2  20230508130514  ...                制药   \n",
       " 34  20-28k·13薪  广州-天河区           2  20220928174530  ...                游戏   \n",
       " 35        薪资面议  广州-天河区           2  20200728103437  ...              IT服务   \n",
       " 36  15-30k·13薪  广州-海珠区           2  20200921191755  ...                游戏   \n",
       " 37        薪资面议      广州           2  20210615114605  ...              IT服务   \n",
       " 38      25-40k  广州-黄埔区           1  20230511103714  ...             计算机软件   \n",
       " 39    5-7k·13薪  广州-番禺区           2  20230504135056  ...       电子/半导体/集成电路   \n",
       " \n",
       "                                    comp.link recruiter.chatted  \\\n",
       " 0    https://www.liepin.com/company/9720899/             False   \n",
       " 1    https://www.liepin.com/company/9649909/             False   \n",
       " 2    https://www.liepin.com/company/8112968/             False   \n",
       " 3                                                        False   \n",
       " 4   https://www.liepin.com/company/13315477/             False   \n",
       " 5    https://www.liepin.com/company/8916227/             False   \n",
       " 6    https://www.liepin.com/company/7023768/             False   \n",
       " 7    https://www.liepin.com/company/8112968/             False   \n",
       " 8                                                        False   \n",
       " 9                                                        False   \n",
       " 10  https://www.liepin.com/company/13538001/             False   \n",
       " 11                                                       False   \n",
       " 12    https://www.liepin.com/company/873330/             False   \n",
       " 13   https://www.liepin.com/company/9491766/             False   \n",
       " 14                                                       False   \n",
       " 15   https://www.liepin.com/company/8506529/             False   \n",
       " 16   https://www.liepin.com/company/8275623/             False   \n",
       " 17                                                       False   \n",
       " 18                                                       False   \n",
       " 19   https://www.liepin.com/company/9283329/             False   \n",
       " 20                                                       False   \n",
       " 21   https://www.liepin.com/company/7863327/             False   \n",
       " 22   https://www.liepin.com/company/2664546/             False   \n",
       " 23   https://www.liepin.com/company/7932064/             False   \n",
       " 24  https://www.liepin.com/company/13032765/             False   \n",
       " 25  https://www.liepin.com/company/13032765/             False   \n",
       " 26                                                       False   \n",
       " 27                                                       False   \n",
       " 28                                                       False   \n",
       " 29    https://www.liepin.com/company/873330/             False   \n",
       " 30   https://www.liepin.com/company/9660700/             False   \n",
       " 31   https://www.liepin.com/company/8361671/             False   \n",
       " 32                                                       False   \n",
       " 33   https://www.liepin.com/company/7932064/             False   \n",
       " 34    https://www.liepin.com/company/803274/             False   \n",
       " 35   https://www.liepin.com/company/6629285/             False   \n",
       " 36   https://www.liepin.com/company/8307104/             False   \n",
       " 37   https://www.liepin.com/company/6629285/             False   \n",
       " 38                                                       False   \n",
       " 39   https://www.liepin.com/company/9730786/             False   \n",
       " \n",
       "     recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                       刘女士                          人事经理   \n",
       " 1                       李女士                                 \n",
       " 2                       吴女士                 HR Specialist   \n",
       " 3                       谌女士                          猎头顾问   \n",
       " 4                       樊女士                           HRM   \n",
       " 5                       翁女士  Recruiter-Talent Acquisition   \n",
       " 6                       张先生                        人力资源专员   \n",
       " 7                       吴女士                 HR Specialist   \n",
       " 8                       陈女士                          猎头顾问   \n",
       " 9                       朱女士                          猎头顾问   \n",
       " 10                      戴先生                          招聘经理   \n",
       " 11                      曾女士                          猎头顾问   \n",
       " 12                      冯先生                     Recruiter   \n",
       " 13                      程先生                          招聘专家   \n",
       " 14                      陈女士                          猎头顾问   \n",
       " 15                      王女士                        人力资源专员   \n",
       " 16                      刘先生                    高级医学信息沟通专员   \n",
       " 17                      宋女士                          猎头顾问   \n",
       " 18                      唐女士                          猎头顾问   \n",
       " 19                Keli Tang                          HRBP   \n",
       " 20                      林先生                          猎头顾问   \n",
       " 21                      黎先生                          招聘主管   \n",
       " 22                      张先生                           112   \n",
       " 23                      陈女士                            HR   \n",
       " 24                      陈先生                                 \n",
       " 25                      林女士                    人力资源业务合作伙伴   \n",
       " 26                      孙女士                          猎头顾问   \n",
       " 27                      赵女士                          猎头顾问   \n",
       " 28                      蔡先生                          猎头顾问   \n",
       " 29                      杜先生                          招聘经理   \n",
       " 30                      郑先生                           HRM   \n",
       " 31                      俞女士                            HR   \n",
       " 32                      杨女士                          猎头顾问   \n",
       " 33                      陈女士                                 \n",
       " 34                      唐女士                                 \n",
       " 35                      刘女士                    Consultant   \n",
       " 36                      邱女士                        人力资源管理   \n",
       " 37                      刘女士                    Consultant   \n",
       " 38                      张先生                          猎头顾问   \n",
       " 39                      杜先生                                 \n",
       " \n",
       "                       recruiter.imId  recruiter.imUserType  \\\n",
       " 0   561ff6e28a2e9cb4aa6795a3148228ff                     2   \n",
       " 1   ff2f3f5a9fff3611062c1b1ee9c7454d                     2   \n",
       " 2   0ce6f53a162e27cc9427b88c78d2ff1f                     2   \n",
       " 3   d874c5f87567784901ab80e4a8b96567                     2   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                     2   \n",
       " 5   8595d9ba8d1a1a2d801c17c79e240538                     2   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                     2   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                     2   \n",
       " 8   14a8accf08a04a521806a0cca0964ad2                     2   \n",
       " 9   c55d8c37c29999932efebeb7f272cb14                     2   \n",
       " 10  8cd623ca6b256b8f27604c803496f761                     2   \n",
       " 11  7908151abdbef12e2efebeb7f272cb14                     2   \n",
       " 12  fadfc2ceb1f0029d4ad85438c465a917                     2   \n",
       " 13  6fa10ff6ea77d091528dabef14b76f2d                     2   \n",
       " 14  985c18edc2b4008b04612e645251413c                     2   \n",
       " 15  24c1cab13ef9bc2e801c17c79e240538                     2   \n",
       " 16  d4cc4bca17cae276aefc9b4a2bd8879c                     2   \n",
       " 17  37476b87b3e233679f90a7bcfdb96d0e                     2   \n",
       " 18  73f267275bfde46ce68ea511f8a9efc5                     2   \n",
       " 19  edbe6a7c4ed9d6e5aaa70b13e477f173                     2   \n",
       " 20  d9615c119bb132bd55a0b6511a508218                     2   \n",
       " 21  beff7093463e459a613348042573671f                     2   \n",
       " 22  bd0efb08acc7704271de52c3bc0b6279                     2   \n",
       " 23  18f5af2ced812a43d6a9d1214a39013b                     2   \n",
       " 24  feaaf399e43a569d29323863fa1c0b93                     2   \n",
       " 25  7b8081a6d08696bafaf1d0d00bd33fc5                     2   \n",
       " 26  9cfdabc8878349689809d03804875792                     2   \n",
       " 27  8a0305395cddc174dfb6df235db455f2                     2   \n",
       " 28  3a5b505a337c783db090656a5246961f                     2   \n",
       " 29  0d2213fbc6520bd4e4cd5c055e1e05ce                     2   \n",
       " 30  ecb69f58b8af2fa07bed4a56d1662c8b                     2   \n",
       " 31  927752d28c878e66e4cd5c055e1e05ce                     2   \n",
       " 32  b46e176196ab3b129941166e65ebdb6f                     2   \n",
       " 33  767685575712890413dd84912f51618a                     2   \n",
       " 34  9e5b45289ab5581e337193710fe42056                     2   \n",
       " 35  b76b2be27ab4a4746042c177f0a1d2b1                     2   \n",
       " 36  d458df6acc9507089941166e65ebdb6f                     2   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                     2   \n",
       " 38  7c05f20f8a23faaa4383db9bf147ecbd                     2   \n",
       " 39  5fdfb4259befbf07160bef405ccde8ba                     2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   c5724f323b2da66af8b40e43da5740a5   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 4   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 9   7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 10  76b3c5fa37c28d5b0833ed7f44c37e6d   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 11  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 14  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 15  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 16  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 17  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 18  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 19  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 23  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 25  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 26  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 27  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 28  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 29  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  71e39b9fa38c7913909ac669ef10aa84   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 31  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 32  0fa2d60e2668081853ee69faf212d0bc   600a795d845ac93d96472a1605u.png   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  69bf0604ae10eb243f03c06e2c7db374   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  2b6b0643bf65c612313162312f0bffed   62903e4ce4c190153f6f304c06u.jpg   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  1bb6c055b07f554dbce99e0b13d1f3a4  61bfe8e8d8489c6530a2c4db06u.jpeg   \n",
       " 39  c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3           融资未公开  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6             已上市  \n",
       " 7             NaN  \n",
       " 8           融资未公开  \n",
       " 9           融资未公开  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             D轮  \n",
       " 14          融资未公开  \n",
       " 15            NaN  \n",
       " 16           港股上市  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20          融资未公开  \n",
       " 21         沪深A股上市  \n",
       " 22             其他  \n",
       " 23          融资未公开  \n",
       " 24            NaN  \n",
       " 25            NaN  \n",
       " 26          融资未公开  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29            NaN  \n",
       " 30            NaN  \n",
       " 31            已上市  \n",
       " 32            NaN  \n",
       " 33          融资未公开  \n",
       " 34            已上市  \n",
       " 35            NaN  \n",
       " 36          科创板上市  \n",
       " 37            NaN  \n",
       " 38            已上市  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 12  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"userId\":\"e478580dede58f33b410e...   \n",
       " 1   {\"jobKind\":\"2\",\"userId\":\"c5724f323b2da66af8b40...   \n",
       " 2   {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       " 3   {\"jobKind\":\"1\",\"userId\":\"1ddf52f28236620a73d52...   \n",
       " 4   {\"jobKind\":\"2\",\"userId\":\"74207202b9a1882cbe061...   \n",
       " 5   {\"jobKind\":\"2\",\"userId\":\"f08748e81b3b0757d734f...   \n",
       " 6   {\"jobKind\":\"2\",\"userId\":\"5445ba45a2189a2b1a078...   \n",
       " 7   {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       " 8   {\"jobKind\":\"1\",\"userId\":\"9780c9933530029971f2c...   \n",
       " 9   {\"jobKind\":\"1\",\"userId\":\"7660709be664be56c32a8...   \n",
       " 10  {\"jobKind\":\"2\",\"userId\":\"76b3c5fa37c28d5b0833e...   \n",
       " 11  {\"jobKind\":\"1\",\"userId\":\"ef813c13d17ddf7266282...   \n",
       " 12  {\"jobKind\":\"2\",\"userId\":\"f7de5de3cbf7fd89b9bfd...   \n",
       " 13  {\"jobKind\":\"2\",\"userId\":\"1147dd557533b4567e147...   \n",
       " 14  {\"jobKind\":\"1\",\"userId\":\"b61494f006ea807945c2c...   \n",
       " 15  {\"jobKind\":\"2\",\"userId\":\"57a52ed73fed146b4c632...   \n",
       " 16  {\"jobKind\":\"2\",\"userId\":\"22ab2b1a88769c3259935...   \n",
       " 17  {\"jobKind\":\"1\",\"userId\":\"375a1dfe17607510a0693...   \n",
       " 18  {\"jobKind\":\"1\",\"userId\":\"1d96d00cfe919fa26a1ad...   \n",
       " 19  {\"jobKind\":\"2\",\"userId\":\"8d90c26ed477481c5bfe9...   \n",
       " 20  {\"jobKind\":\"1\",\"userId\":\"ec2448066ad5cdf94f250...   \n",
       " 21  {\"jobKind\":\"2\",\"userId\":\"ed79e9abb562c2c2e3f3a...   \n",
       " 22  {\"jobKind\":\"2\",\"userId\":\"80a35acbf6b5573c5c8cd...   \n",
       " 23  {\"jobKind\":\"2\",\"userId\":\"7f371db882206fccd2bdf...   \n",
       " 24  {\"jobKind\":\"2\",\"userId\":\"3466dbf14ff3a1923d3d8...   \n",
       " 25  {\"jobKind\":\"2\",\"userId\":\"308332da68f592edf8205...   \n",
       " 26  {\"jobKind\":\"1\",\"userId\":\"47227c6fbfcd952686963...   \n",
       " 27  {\"jobKind\":\"1\",\"userId\":\"a94c79b32e2ac4b0b0a63...   \n",
       " 28  {\"jobKind\":\"1\",\"userId\":\"8fc7562cc0d10f9479c45...   \n",
       " 29  {\"jobKind\":\"2\",\"userId\":\"cd24cb737616cf6b537f7...   \n",
       " 30  {\"jobKind\":\"2\",\"userId\":\"71e39b9fa38c7913909ac...   \n",
       " 31  {\"jobKind\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b8...   \n",
       " 32  {\"jobKind\":\"1\",\"userId\":\"0fa2d60e2668081853ee6...   \n",
       " 33  {\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5...   \n",
       " 34  {\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c...   \n",
       " 35  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       " 36  {\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c61231316...   \n",
       " 37  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       " 38  {\"jobKind\":\"1\",\"userId\":\"1bb6c055b07f554dbce99...   \n",
       " 39  {\"jobKind\":\"2\",\"userId\":\"c8d145acb0a3162c59941...   \n",
       " \n",
       "                                            job.labels job.requireWorkYears  \\\n",
       " 0                                  [产品开发, 产品规划, 产品运营]                 1-3年   \n",
       " 1         [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]                 3-5年   \n",
       " 2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...                 3-5年   \n",
       " 3   [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...                5-10年   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]                 3-5年   \n",
       " 5                                                  []                5-10年   \n",
       " 6                                            [神外, 医生]                 1-3年   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...                 3-5年   \n",
       " 8                                                  []                 3-5年   \n",
       " 9                                         [化妆品, to B]                 3-5年   \n",
       " 10                         [IT互联网, to C, 移动端产品, 产品规划]                 1-3年   \n",
       " 11                                           [web端产品]                5-10年   \n",
       " 12                                  [to C, 消费品, 电子商务]                 经验不限   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...                 经验不限   \n",
       " 14                                                 []                 3-5年   \n",
       " 15                                                 []                5-10年   \n",
       " 16                                             [泌尿外科]                 1-3年   \n",
       " 17                                   [化妆品, 消费品, 产品开发]                5-10年   \n",
       " 18                                                 []                5-10年   \n",
       " 19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...                5-10年   \n",
       " 20                                             [to C]                 经验不限   \n",
       " 21  [数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...                 3-5年   \n",
       " 22                                                 []                 3-5年   \n",
       " 23                                                 []                 3-5年   \n",
       " 24                                 [商品管理, 产品企划, 商品运营]                 3-5年   \n",
       " 25                                                 []                5-10年   \n",
       " 26                                 [市场营销, 产品管理, 产品开发]                 1-3年   \n",
       " 27  [供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...                10年以上   \n",
       " 28  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...                5-10年   \n",
       " 29              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]                5-10年   \n",
       " 30                                             [品牌策划]                5-10年   \n",
       " 31  [CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...                 3-5年   \n",
       " 32  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...                5-10年   \n",
       " 33                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]                 3-5年   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]                5-10年   \n",
       " 35                                                 []                5-10年   \n",
       " 36                                             [数据分析]                 3-5年   \n",
       " 37                                             [增长产品]                 3-5年   \n",
       " 38                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]                5-10年   \n",
       " 39                                      [供应链产品, 数据分析]                 1-3年   \n",
       " \n",
       "    job.requireEduLevel                                     job.title  \\\n",
       " 0                   大专                                        电商产品经理   \n",
       " 1                   本科                                      临床项目经理PM   \n",
       " 2                   硕士                   产品经理（化妆品原料）/Product Manager   \n",
       " 3                 统招本科                          产品经理/Product Manager   \n",
       " 4                   本科                           产品经理Product Manager   \n",
       " 5                   本科            Product Sales Manager MR 产品销售经理 广州   \n",
       " 6                 统招本科                神外产品销售经理 Product Sales Manager   \n",
       " 7                   本科                             助理产品经理（化妆品原料）/APM   \n",
       " 8                硕士及以上                                     化妆品原料产品经理   \n",
       " 9                 统招本科                                          产品经理   \n",
       " 10                  本科                                        高级产品PM   \n",
       " 11                统招本科                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12                统招本科                                      eWMS产品经理   \n",
       " 13                  本科                                  自动驾驶（硬件）产品经理   \n",
       " 14                学历不限                                     产品销售经理-广州   \n",
       " 15                  本科                    Automation Product Manager   \n",
       " 16                  硕士                                        医药产品经理   \n",
       " 17               本科及以上  Assistant Product Manager / Product Manager    \n",
       " 18               本科及以上                                        硬件产品经理   \n",
       " 19                  硕士                                          产品经理   \n",
       " 20                学历不限                          eWMS Product Manager   \n",
       " 21                  本科                                 产品经理（企业数字化转型）   \n",
       " 22                  本科                                        数码产品经理   \n",
       " 23                  硕士                                  产品经理（工业消洗产品）   \n",
       " 24                  本科                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 25                  本科                             产品经理-产品企划(J13606)   \n",
       " 26               本科及以上                              Product Manager    \n",
       " 27                统招本科                                          产品经理   \n",
       " 28                统招本科                                          产品经理   \n",
       " 29                统招本科                          eWMS Product Manager   \n",
       " 30                  本科                                        产品策划经理   \n",
       " 31                  本科                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 32                统招本科                                          产品经理   \n",
       " 33                  硕士                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 34                  本科                        项目发行PM（二次元） (MJ000855)   \n",
       " 35                  本科                                        数字营销PM   \n",
       " 36                  本科                                          游戏PM   \n",
       " 37                统招本科                                          活动PM   \n",
       " 38                统招本科                                        软件产品经理   \n",
       " 39                  大专                                        产品经理助理   \n",
       " \n",
       "     job.salary  job.dq job.jobKind job.refreshTime  ... comp.compIndustry  \\\n",
       " 0   10-15k·13薪  广州-越秀区           2  20230421104505  ...             批发/零售   \n",
       " 1   20-28k·14薪  广州-海珠区           2  20230511163715  ...                制药   \n",
       " 2         薪资面议  广州-天河区           2  20230512143009  ...            贸易/进出口   \n",
       " 3       20-30k      广州           1  20230512175807  ...             机械/设备   \n",
       " 4       20-25k  广州-番禺区           2  20230410215438  ...              IT服务   \n",
       " 5         薪资面议  广州-越秀区           2  20230303234707  ...              医疗器械   \n",
       " 6   12-15k·15薪  广州-越秀区           2  20230428143658  ...                制药   \n",
       " 7         薪资面议  广州-天河区           2  20230512143009  ...            贸易/进出口   \n",
       " 8   30-45k·14薪      广州           1  20230507193936  ...            贸易/进出口   \n",
       " 9       25-29k  广州-天河区           1  20230425140852  ...            贸易/进出口   \n",
       " 10      20-35k  广州-天河区           2  20230510085022  ...            人力资源服务   \n",
       " 11  15-24k·13薪  广州-白云区           1  20230306145244  ...          食品/饮料/酒水   \n",
       " 12  20-40k·14薪  广州-天河区           2  20230512144309  ...                日化   \n",
       " 13  25-50k·15薪      广州           2  20230505092519  ...              人工智能   \n",
       " 14  20-40k·16薪      广州           1  20230511101127  ...              医疗器械   \n",
       " 15  20-40k·13薪  广州-天河区           2  20230512113721  ...              医疗器械   \n",
       " 16  25-30k·14薪  广州-越秀区           2  20230321153342  ...                制药   \n",
       " 17  18-30k·13薪      广州           1  20230411142619  ...                日化   \n",
       " 18  30-50k·14薪  广州-海珠区           1  20230425143147  ...           电气机械/器材   \n",
       " 19  18-40k·14薪  广州-越秀区           2  20230426112936  ...            专业技术服务   \n",
       " 20  20-40k·15薪      广州           1  20230413114524  ...          食品/饮料/酒水   \n",
       " 21       6-10k  广州-天河区           2  20230221094711  ...              通信设备   \n",
       " 22        薪资面议      广州           2  20210913204744  ...             计算机软件   \n",
       " 23      12-30k      广州           2  20220319162445  ...                制药   \n",
       " 24  14-28k·16薪  广州-天河区           2  20221116184947  ...          服装/纺织/皮革   \n",
       " 25      15-25k  广州-天河区           2  20230206112123  ...          服装/纺织/皮革   \n",
       " 26      25-30k      广州           1  20230512103745  ...                日化   \n",
       " 27      20-30k      广州           1  20230413092954  ...              IT服务   \n",
       " 28      20-30k      广州           1  20230512085834  ...              IT服务   \n",
       " 29        薪资面议  广州-天河区           2  20230512151232  ...                日化   \n",
       " 30      15-25k  广州-白云区           2  20230511100434  ...               互联网   \n",
       " 31      11-22k  广州-番禺区           2  20230329180701  ...               互联网   \n",
       " 32  15-30k·15薪      广州           1  20230419100536  ...              IT服务   \n",
       " 33  15-20k·20薪  广州-黄埔区           2  20230508130514  ...                制药   \n",
       " 34  20-28k·13薪  广州-天河区           2  20220928174530  ...                游戏   \n",
       " 35        薪资面议  广州-天河区           2  20200728103437  ...              IT服务   \n",
       " 36  15-30k·13薪  广州-海珠区           2  20200921191755  ...                游戏   \n",
       " 37        薪资面议      广州           2  20210615114605  ...              IT服务   \n",
       " 38      25-40k  广州-黄埔区           1  20230511103714  ...             计算机软件   \n",
       " 39    5-7k·13薪  广州-番禺区           2  20230504135056  ...       电子/半导体/集成电路   \n",
       " \n",
       "                                    comp.link recruiter.chatted  \\\n",
       " 0    https://www.liepin.com/company/9720899/             False   \n",
       " 1    https://www.liepin.com/company/9649909/             False   \n",
       " 2    https://www.liepin.com/company/8112968/             False   \n",
       " 3                                                        False   \n",
       " 4   https://www.liepin.com/company/13315477/             False   \n",
       " 5    https://www.liepin.com/company/8916227/             False   \n",
       " 6    https://www.liepin.com/company/7023768/             False   \n",
       " 7    https://www.liepin.com/company/8112968/             False   \n",
       " 8                                                        False   \n",
       " 9                                                        False   \n",
       " 10  https://www.liepin.com/company/13538001/             False   \n",
       " 11                                                       False   \n",
       " 12    https://www.liepin.com/company/873330/             False   \n",
       " 13   https://www.liepin.com/company/9491766/             False   \n",
       " 14                                                       False   \n",
       " 15   https://www.liepin.com/company/8506529/             False   \n",
       " 16   https://www.liepin.com/company/8275623/             False   \n",
       " 17                                                       False   \n",
       " 18                                                       False   \n",
       " 19   https://www.liepin.com/company/9283329/             False   \n",
       " 20                                                       False   \n",
       " 21   https://www.liepin.com/company/7863327/             False   \n",
       " 22   https://www.liepin.com/company/2664546/             False   \n",
       " 23   https://www.liepin.com/company/7932064/             False   \n",
       " 24  https://www.liepin.com/company/13032765/             False   \n",
       " 25  https://www.liepin.com/company/13032765/             False   \n",
       " 26                                                       False   \n",
       " 27                                                       False   \n",
       " 28                                                       False   \n",
       " 29    https://www.liepin.com/company/873330/             False   \n",
       " 30   https://www.liepin.com/company/9660700/             False   \n",
       " 31   https://www.liepin.com/company/8361671/             False   \n",
       " 32                                                       False   \n",
       " 33   https://www.liepin.com/company/7932064/             False   \n",
       " 34    https://www.liepin.com/company/803274/             False   \n",
       " 35   https://www.liepin.com/company/6629285/             False   \n",
       " 36   https://www.liepin.com/company/8307104/             False   \n",
       " 37   https://www.liepin.com/company/6629285/             False   \n",
       " 38                                                       False   \n",
       " 39   https://www.liepin.com/company/9730786/             False   \n",
       " \n",
       "     recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                       刘女士                          人事经理   \n",
       " 1                       李女士                                 \n",
       " 2                       吴女士                 HR Specialist   \n",
       " 3                       谌女士                          猎头顾问   \n",
       " 4                       樊女士                           HRM   \n",
       " 5                       翁女士  Recruiter-Talent Acquisition   \n",
       " 6                       张先生                        人力资源专员   \n",
       " 7                       吴女士                 HR Specialist   \n",
       " 8                       陈女士                          猎头顾问   \n",
       " 9                       朱女士                          猎头顾问   \n",
       " 10                      戴先生                          招聘经理   \n",
       " 11                      曾女士                          猎头顾问   \n",
       " 12                      冯先生                     Recruiter   \n",
       " 13                      程先生                          招聘专家   \n",
       " 14                      陈女士                          猎头顾问   \n",
       " 15                      王女士                        人力资源专员   \n",
       " 16                      刘先生                    高级医学信息沟通专员   \n",
       " 17                      宋女士                          猎头顾问   \n",
       " 18                      唐女士                          猎头顾问   \n",
       " 19                Keli Tang                          HRBP   \n",
       " 20                      林先生                          猎头顾问   \n",
       " 21                      黎先生                          招聘主管   \n",
       " 22                      张先生                           112   \n",
       " 23                      陈女士                            HR   \n",
       " 24                      陈先生                                 \n",
       " 25                      林女士                    人力资源业务合作伙伴   \n",
       " 26                      孙女士                          猎头顾问   \n",
       " 27                      赵女士                          猎头顾问   \n",
       " 28                      蔡先生                          猎头顾问   \n",
       " 29                      杜先生                          招聘经理   \n",
       " 30                      郑先生                           HRM   \n",
       " 31                      俞女士                            HR   \n",
       " 32                      杨女士                          猎头顾问   \n",
       " 33                      陈女士                                 \n",
       " 34                      唐女士                                 \n",
       " 35                      刘女士                    Consultant   \n",
       " 36                      邱女士                        人力资源管理   \n",
       " 37                      刘女士                    Consultant   \n",
       " 38                      张先生                          猎头顾问   \n",
       " 39                      杜先生                                 \n",
       " \n",
       "                       recruiter.imId  recruiter.imUserType  \\\n",
       " 0   561ff6e28a2e9cb4aa6795a3148228ff                     2   \n",
       " 1   ff2f3f5a9fff3611062c1b1ee9c7454d                     2   \n",
       " 2   0ce6f53a162e27cc9427b88c78d2ff1f                     2   \n",
       " 3   d874c5f87567784901ab80e4a8b96567                     2   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                     2   \n",
       " 5   8595d9ba8d1a1a2d801c17c79e240538                     2   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                     2   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                     2   \n",
       " 8   14a8accf08a04a521806a0cca0964ad2                     2   \n",
       " 9   c55d8c37c29999932efebeb7f272cb14                     2   \n",
       " 10  8cd623ca6b256b8f27604c803496f761                     2   \n",
       " 11  7908151abdbef12e2efebeb7f272cb14                     2   \n",
       " 12  fadfc2ceb1f0029d4ad85438c465a917                     2   \n",
       " 13  6fa10ff6ea77d091528dabef14b76f2d                     2   \n",
       " 14  985c18edc2b4008b04612e645251413c                     2   \n",
       " 15  24c1cab13ef9bc2e801c17c79e240538                     2   \n",
       " 16  d4cc4bca17cae276aefc9b4a2bd8879c                     2   \n",
       " 17  37476b87b3e233679f90a7bcfdb96d0e                     2   \n",
       " 18  73f267275bfde46ce68ea511f8a9efc5                     2   \n",
       " 19  edbe6a7c4ed9d6e5aaa70b13e477f173                     2   \n",
       " 20  d9615c119bb132bd55a0b6511a508218                     2   \n",
       " 21  beff7093463e459a613348042573671f                     2   \n",
       " 22  bd0efb08acc7704271de52c3bc0b6279                     2   \n",
       " 23  18f5af2ced812a43d6a9d1214a39013b                     2   \n",
       " 24  feaaf399e43a569d29323863fa1c0b93                     2   \n",
       " 25  7b8081a6d08696bafaf1d0d00bd33fc5                     2   \n",
       " 26  9cfdabc8878349689809d03804875792                     2   \n",
       " 27  8a0305395cddc174dfb6df235db455f2                     2   \n",
       " 28  3a5b505a337c783db090656a5246961f                     2   \n",
       " 29  0d2213fbc6520bd4e4cd5c055e1e05ce                     2   \n",
       " 30  ecb69f58b8af2fa07bed4a56d1662c8b                     2   \n",
       " 31  927752d28c878e66e4cd5c055e1e05ce                     2   \n",
       " 32  b46e176196ab3b129941166e65ebdb6f                     2   \n",
       " 33  767685575712890413dd84912f51618a                     2   \n",
       " 34  9e5b45289ab5581e337193710fe42056                     2   \n",
       " 35  b76b2be27ab4a4746042c177f0a1d2b1                     2   \n",
       " 36  d458df6acc9507089941166e65ebdb6f                     2   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                     2   \n",
       " 38  7c05f20f8a23faaa4383db9bf147ecbd                     2   \n",
       " 39  5fdfb4259befbf07160bef405ccde8ba                     2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   c5724f323b2da66af8b40e43da5740a5   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 4   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 9   7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 10  76b3c5fa37c28d5b0833ed7f44c37e6d   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 11  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 14  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 15  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 16  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 17  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 18  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 19  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 23  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 25  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 26  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 27  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 28  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 29  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  71e39b9fa38c7913909ac669ef10aa84   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 31  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 32  0fa2d60e2668081853ee69faf212d0bc   600a795d845ac93d96472a1605u.png   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  69bf0604ae10eb243f03c06e2c7db374   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  2b6b0643bf65c612313162312f0bffed   62903e4ce4c190153f6f304c06u.jpg   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  1bb6c055b07f554dbce99e0b13d1f3a4  61bfe8e8d8489c6530a2c4db06u.jpeg   \n",
       " 39  c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3           融资未公开  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6             已上市  \n",
       " 7             NaN  \n",
       " 8           融资未公开  \n",
       " 9           融资未公开  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             D轮  \n",
       " 14          融资未公开  \n",
       " 15            NaN  \n",
       " 16           港股上市  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20          融资未公开  \n",
       " 21         沪深A股上市  \n",
       " 22             其他  \n",
       " 23          融资未公开  \n",
       " 24            NaN  \n",
       " 25            NaN  \n",
       " 26          融资未公开  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29            NaN  \n",
       " 30            NaN  \n",
       " 31            已上市  \n",
       " 32            NaN  \n",
       " 33          融资未公开  \n",
       " 34            已上市  \n",
       " 35            NaN  \n",
       " 36          科创板上市  \n",
       " 37            NaN  \n",
       " 38            已上市  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 3   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 8   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 9   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 14  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 18  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 20  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 26  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 27  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 28  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 38  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"e478580dede58f33b410edb79f6d12d0\",\"...   \n",
       " 1   {\"userId\":\"c5724f323b2da66af8b40e43da5740a5\",\"...   \n",
       " 2   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 3   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       " 4   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 5   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       " 6   {\"userId\":\"5445ba45a2189a2b1a078f176245fc3b\",\"...   \n",
       " 7   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 8   {\"userId\":\"9780c9933530029971f2c48a1f2fc365\",\"...   \n",
       " 9   {\"userId\":\"7660709be664be56c32a8aef2aff706d\",\"...   \n",
       " 10  {\"userId\":\"76b3c5fa37c28d5b0833ed7f44c37e6d\",\"...   \n",
       " 11  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       " 12  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       " 13  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 14  {\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...   \n",
       " 15  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 16  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 17  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 18  {\"userId\":\"1d96d00cfe919fa26a1adf5987777a35\",\"...   \n",
       " 19  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 20  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 21  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 22  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 23  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 24  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 25  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 26  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 27  {\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...   \n",
       " 28  {\"userId\":\"8fc7562cc0d10f9479c452c56622eaa4\",\"...   \n",
       " 29  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       " 30  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 31  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 32  {\"userId\":\"0fa2d60e2668081853ee69faf212d0bc\",\"...   \n",
       " 33  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 34  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 35  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 36  {\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...   \n",
       " 37  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 38  {\"userId\":\"1bb6c055b07f554dbce99e0b13d1f3a4\",\"...   \n",
       " 39  {\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0                                  [产品开发, 产品规划, 产品运营]           2  58002363   \n",
       " 1         [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]           2  58486091   \n",
       " 2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 3   [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...           1  44053277   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]           2  57679297   \n",
       " 5                                                  []           2  56689685   \n",
       " 6                                            [神外, 医生]           2  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 8                                                  []           1  45379571   \n",
       " 9                                         [化妆品, to B]           1  45380041   \n",
       " 10                         [IT互联网, to C, 移动端产品, 产品规划]           2  58425003   \n",
       " 11                                           [web端产品]           1  44113675   \n",
       " 12                                  [to C, 消费品, 电子商务]           2  57001973   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...           2  57223711   \n",
       " 14                                                 []           1  43492441   \n",
       " 15                                                 []           2  56876529   \n",
       " 16                                             [泌尿外科]           2  57157157   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 18                                                 []           1  45327891   \n",
       " 19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 20                                             [to C]           1  44978805   \n",
       " 21  [数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...           2  56295007   \n",
       " 22                                                 []           2  43037645   \n",
       " 23                                                 []           2  35923437   \n",
       " 24                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 25                                                 []           2  55829685   \n",
       " 26                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 27  [供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...           1  45253831   \n",
       " 28  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1  45263747   \n",
       " 29              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]           2  54145433   \n",
       " 30                                             [品牌策划]           2  55992453   \n",
       " 31  [CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...           2  57403583   \n",
       " 32  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1  45422545   \n",
       " 33                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]           2  48554057   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 35                                                 []           2  23154709   \n",
       " 36                                             [数据分析]           2  31935443   \n",
       " 37                                             [增长产品]           2  25415919   \n",
       " 38                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]           1  45486777   \n",
       " 39                                      [供应链产品, 数据分析]           2  57816811   \n",
       " \n",
       "     job.topJob  job.dq                                     job.title  \\\n",
       " 0         True  广州-越秀区                                        电商产品经理   \n",
       " 1         True  广州-海珠区                                      临床项目经理PM   \n",
       " 2        False  广州-天河区                   产品经理（化妆品原料）/Product Manager   \n",
       " 3        False      广州                          产品经理/Product Manager   \n",
       " 4        False  广州-番禺区                           产品经理Product Manager   \n",
       " 5        False  广州-越秀区            Product Sales Manager MR 产品销售经理 广州   \n",
       " 6        False  广州-越秀区                神外产品销售经理 Product Sales Manager   \n",
       " 7        False  广州-天河区                             助理产品经理（化妆品原料）/APM   \n",
       " 8        False      广州                                     化妆品原料产品经理   \n",
       " 9        False  广州-天河区                                          产品经理   \n",
       " 10       False  广州-天河区                                        高级产品PM   \n",
       " 11       False  广州-白云区                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12       False  广州-天河区                                      eWMS产品经理   \n",
       " 13       False      广州                                  自动驾驶（硬件）产品经理   \n",
       " 14       False      广州                                     产品销售经理-广州   \n",
       " 15       False  广州-天河区                    Automation Product Manager   \n",
       " 16       False  广州-越秀区                                        医药产品经理   \n",
       " 17       False      广州  Assistant Product Manager / Product Manager    \n",
       " 18       False  广州-海珠区                                        硬件产品经理   \n",
       " 19       False  广州-越秀区                                          产品经理   \n",
       " 20       False      广州                          eWMS Product Manager   \n",
       " 21       False  广州-天河区                                 产品经理（企业数字化转型）   \n",
       " 22       False      广州                                        数码产品经理   \n",
       " 23       False      广州                                  产品经理（工业消洗产品）   \n",
       " 24       False  广州-天河区                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 25       False  广州-天河区                             产品经理-产品企划(J13606)   \n",
       " 26       False      广州                              Product Manager    \n",
       " 27       False      广州                                          产品经理   \n",
       " 28       False      广州                                          产品经理   \n",
       " 29       False  广州-天河区                          eWMS Product Manager   \n",
       " 30       False  广州-白云区                                        产品策划经理   \n",
       " 31       False  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 32       False      广州                                          产品经理   \n",
       " 33       False  广州-黄埔区                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 34       False  广州-天河区                        项目发行PM（二次元） (MJ000855)   \n",
       " 35       False  广州-天河区                                        数字营销PM   \n",
       " 36       False  广州-海珠区                                          游戏PM   \n",
       " 37       False      广州                                          活动PM   \n",
       " 38       False  广州-黄埔区                                        软件产品经理   \n",
       " 39       False  广州-番禺区                                        产品经理助理   \n",
       " \n",
       "     job.salary job.refreshTime  ...  comp.compId  \\\n",
       " 0   10-15k·13薪  20230421104505  ...    9720899.0   \n",
       " 1   20-28k·14薪  20230511163715  ...    9649909.0   \n",
       " 2         薪资面议  20230512143009  ...    8112968.0   \n",
       " 3       20-30k  20230512175807  ...          NaN   \n",
       " 4       20-25k  20230410215438  ...   13315477.0   \n",
       " 5         薪资面议  20230303234707  ...    8916227.0   \n",
       " 6   12-15k·15薪  20230428143658  ...    7023768.0   \n",
       " 7         薪资面议  20230512143009  ...    8112968.0   \n",
       " 8   30-45k·14薪  20230507193936  ...          NaN   \n",
       " 9       25-29k  20230425140852  ...          NaN   \n",
       " 10      20-35k  20230510085022  ...   13538001.0   \n",
       " 11  15-24k·13薪  20230306145244  ...          NaN   \n",
       " 12  20-40k·14薪  20230512144309  ...     873330.0   \n",
       " 13  25-50k·15薪  20230505092519  ...    9491766.0   \n",
       " 14  20-40k·16薪  20230511101127  ...          NaN   \n",
       " 15  20-40k·13薪  20230512113721  ...    8506529.0   \n",
       " 16  25-30k·14薪  20230321153342  ...    8275623.0   \n",
       " 17  18-30k·13薪  20230411142619  ...          NaN   \n",
       " 18  30-50k·14薪  20230425143147  ...          NaN   \n",
       " 19  18-40k·14薪  20230426112936  ...    9283329.0   \n",
       " 20  20-40k·15薪  20230413114524  ...          NaN   \n",
       " 21       6-10k  20230221094711  ...    7863327.0   \n",
       " 22        薪资面议  20210913204744  ...    2664546.0   \n",
       " 23      12-30k  20220319162445  ...    7932064.0   \n",
       " 24  14-28k·16薪  20221116184947  ...   13032765.0   \n",
       " 25      15-25k  20230206112123  ...   13032765.0   \n",
       " 26      25-30k  20230512103745  ...          NaN   \n",
       " 27      20-30k  20230413092954  ...          NaN   \n",
       " 28      20-30k  20230512085834  ...          NaN   \n",
       " 29        薪资面议  20230512151232  ...     873330.0   \n",
       " 30      15-25k  20230511100434  ...    9660700.0   \n",
       " 31      11-22k  20230329180701  ...    8361671.0   \n",
       " 32  15-30k·15薪  20230419100536  ...          NaN   \n",
       " 33  15-20k·20薪  20230508130514  ...    7932064.0   \n",
       " 34  20-28k·13薪  20220928174530  ...     803274.0   \n",
       " 35        薪资面议  20200728103437  ...    6629285.0   \n",
       " 36  15-30k·13薪  20200921191755  ...    8307104.0   \n",
       " 37        薪资面议  20210615114605  ...    6629285.0   \n",
       " 38      25-40k  20230511103714  ...          NaN   \n",
       " 39    5-7k·13薪  20230504135056  ...    9730786.0   \n",
       " \n",
       "                                    comp.link recruiter.chatted  \\\n",
       " 0    https://www.liepin.com/company/9720899/             False   \n",
       " 1    https://www.liepin.com/company/9649909/             False   \n",
       " 2    https://www.liepin.com/company/8112968/             False   \n",
       " 3                                                        False   \n",
       " 4   https://www.liepin.com/company/13315477/             False   \n",
       " 5    https://www.liepin.com/company/8916227/             False   \n",
       " 6    https://www.liepin.com/company/7023768/             False   \n",
       " 7    https://www.liepin.com/company/8112968/             False   \n",
       " 8                                                        False   \n",
       " 9                                                        False   \n",
       " 10  https://www.liepin.com/company/13538001/             False   \n",
       " 11                                                       False   \n",
       " 12    https://www.liepin.com/company/873330/             False   \n",
       " 13   https://www.liepin.com/company/9491766/             False   \n",
       " 14                                                       False   \n",
       " 15   https://www.liepin.com/company/8506529/             False   \n",
       " 16   https://www.liepin.com/company/8275623/             False   \n",
       " 17                                                       False   \n",
       " 18                                                       False   \n",
       " 19   https://www.liepin.com/company/9283329/             False   \n",
       " 20                                                       False   \n",
       " 21   https://www.liepin.com/company/7863327/             False   \n",
       " 22   https://www.liepin.com/company/2664546/             False   \n",
       " 23   https://www.liepin.com/company/7932064/             False   \n",
       " 24  https://www.liepin.com/company/13032765/             False   \n",
       " 25  https://www.liepin.com/company/13032765/             False   \n",
       " 26                                                       False   \n",
       " 27                                                       False   \n",
       " 28                                                       False   \n",
       " 29    https://www.liepin.com/company/873330/             False   \n",
       " 30   https://www.liepin.com/company/9660700/             False   \n",
       " 31   https://www.liepin.com/company/8361671/             False   \n",
       " 32                                                       False   \n",
       " 33   https://www.liepin.com/company/7932064/             False   \n",
       " 34    https://www.liepin.com/company/803274/             False   \n",
       " 35   https://www.liepin.com/company/6629285/             False   \n",
       " 36   https://www.liepin.com/company/8307104/             False   \n",
       " 37   https://www.liepin.com/company/6629285/             False   \n",
       " 38                                                       False   \n",
       " 39   https://www.liepin.com/company/9730786/             False   \n",
       " \n",
       "    recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                      刘女士                          人事经理   \n",
       " 1                      李女士                                 \n",
       " 2                      吴女士                 HR Specialist   \n",
       " 3                      谌女士                          猎头顾问   \n",
       " 4                      樊女士                           HRM   \n",
       " 5                      翁女士  Recruiter-Talent Acquisition   \n",
       " 6                      张先生                        人力资源专员   \n",
       " 7                      吴女士                 HR Specialist   \n",
       " 8                      陈女士                          猎头顾问   \n",
       " 9                      朱女士                          猎头顾问   \n",
       " 10                     戴先生                          招聘经理   \n",
       " 11                     曾女士                          猎头顾问   \n",
       " 12                     冯先生                     Recruiter   \n",
       " 13                     程先生                          招聘专家   \n",
       " 14                     陈女士                          猎头顾问   \n",
       " 15                     王女士                        人力资源专员   \n",
       " 16                     刘先生                    高级医学信息沟通专员   \n",
       " 17                     宋女士                          猎头顾问   \n",
       " 18                     唐女士                          猎头顾问   \n",
       " 19               Keli Tang                          HRBP   \n",
       " 20                     林先生                          猎头顾问   \n",
       " 21                     黎先生                          招聘主管   \n",
       " 22                     张先生                           112   \n",
       " 23                     陈女士                            HR   \n",
       " 24                     陈先生                                 \n",
       " 25                     林女士                    人力资源业务合作伙伴   \n",
       " 26                     孙女士                          猎头顾问   \n",
       " 27                     赵女士                          猎头顾问   \n",
       " 28                     蔡先生                          猎头顾问   \n",
       " 29                     杜先生                          招聘经理   \n",
       " 30                     郑先生                           HRM   \n",
       " 31                     俞女士                            HR   \n",
       " 32                     杨女士                          猎头顾问   \n",
       " 33                     陈女士                                 \n",
       " 34                     唐女士                                 \n",
       " 35                     刘女士                    Consultant   \n",
       " 36                     邱女士                        人力资源管理   \n",
       " 37                     刘女士                    Consultant   \n",
       " 38                     张先生                          猎头顾问   \n",
       " 39                     杜先生                                 \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       " 1   ff2f3f5a9fff3611062c1b1ee9c7454d                    2   \n",
       " 2   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 3   d874c5f87567784901ab80e4a8b96567                    2   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 5   8595d9ba8d1a1a2d801c17c79e240538                    2   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                    2   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 8   14a8accf08a04a521806a0cca0964ad2                    2   \n",
       " 9   c55d8c37c29999932efebeb7f272cb14                    2   \n",
       " 10  8cd623ca6b256b8f27604c803496f761                    2   \n",
       " 11  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 12  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 13  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 14  985c18edc2b4008b04612e645251413c                    2   \n",
       " 15  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 16  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 17  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 18  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 19  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 20  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 21  beff7093463e459a613348042573671f                    2   \n",
       " 22  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 23  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 24  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 25  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 26  9cfdabc8878349689809d03804875792                    2   \n",
       " 27  8a0305395cddc174dfb6df235db455f2                    2   \n",
       " 28  3a5b505a337c783db090656a5246961f                    2   \n",
       " 29  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       " 30  ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       " 31  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 32  b46e176196ab3b129941166e65ebdb6f                    2   \n",
       " 33  767685575712890413dd84912f51618a                    2   \n",
       " 34  9e5b45289ab5581e337193710fe42056                    2   \n",
       " 35  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 36  d458df6acc9507089941166e65ebdb6f                    2   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 38  7c05f20f8a23faaa4383db9bf147ecbd                    2   \n",
       " 39  5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   c5724f323b2da66af8b40e43da5740a5   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 4   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 9   7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 10  76b3c5fa37c28d5b0833ed7f44c37e6d   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 11  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 14  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 15  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 16  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 17  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 18  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 19  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 23  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 25  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 26  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 27  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 28  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 29  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  71e39b9fa38c7913909ac669ef10aa84   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 31  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 32  0fa2d60e2668081853ee69faf212d0bc   600a795d845ac93d96472a1605u.png   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  69bf0604ae10eb243f03c06e2c7db374   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  2b6b0643bf65c612313162312f0bffed   62903e4ce4c190153f6f304c06u.jpg   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  1bb6c055b07f554dbce99e0b13d1f3a4  61bfe8e8d8489c6530a2c4db06u.jpeg   \n",
       " 39  c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3           融资未公开  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6             已上市  \n",
       " 7             NaN  \n",
       " 8           融资未公开  \n",
       " 9           融资未公开  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             D轮  \n",
       " 14          融资未公开  \n",
       " 15            NaN  \n",
       " 16           港股上市  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20          融资未公开  \n",
       " 21         沪深A股上市  \n",
       " 22             其他  \n",
       " 23          融资未公开  \n",
       " 24            NaN  \n",
       " 25            NaN  \n",
       " 26          融资未公开  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29            NaN  \n",
       " 30            NaN  \n",
       " 31            已上市  \n",
       " 32            NaN  \n",
       " 33          融资未公开  \n",
       " 34            已上市  \n",
       " 35            NaN  \n",
       " 36          科创板上市  \n",
       " 37            NaN  \n",
       " 38            已上市  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"刘女士\",\"userId\":\"e478580dede58...   \n",
       " 1   {\"recruiterName\":\"李女士\",\"userId\":\"c5724f323b2da...   \n",
       " 2   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 3   {\"recruiterName\":\"谌女士\",\"userId\":\"1ddf52f282366...   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...   \n",
       " 5   {\"recruiterName\":\"翁女士\",\"userId\":\"f08748e81b3b0...   \n",
       " 6   {\"recruiterName\":\"张先生\",\"userId\":\"5445ba45a2189...   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 8   {\"recruiterName\":\"陈女士\",\"userId\":\"9780c99335300...   \n",
       " 9   {\"recruiterName\":\"朱女士\",\"userId\":\"7660709be664b...   \n",
       " 10  {\"recruiterName\":\"戴先生\",\"userId\":\"76b3c5fa37c28...   \n",
       " 11  {\"recruiterName\":\"曾女士\",\"userId\":\"ef813c13d17dd...   \n",
       " 12  {\"recruiterName\":\"冯先生\",\"userId\":\"f7de5de3cbf7f...   \n",
       " 13  {\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...   \n",
       " 14  {\"recruiterName\":\"陈女士\",\"userId\":\"b61494f006ea8...   \n",
       " 15  {\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...   \n",
       " 16  {\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...   \n",
       " 17  {\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...   \n",
       " 18  {\"recruiterName\":\"唐女士\",\"userId\":\"1d96d00cfe919...   \n",
       " 19  {\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...   \n",
       " 20  {\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...   \n",
       " 21  {\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...   \n",
       " 22  {\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...   \n",
       " 23  {\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...   \n",
       " 24  {\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...   \n",
       " 25  {\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...   \n",
       " 26  {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...   \n",
       " 27  {\"recruiterName\":\"赵女士\",\"userId\":\"a94c79b32e2ac...   \n",
       " 28  {\"recruiterName\":\"蔡先生\",\"userId\":\"8fc7562cc0d10...   \n",
       " 29  {\"recruiterName\":\"杜先生\",\"userId\":\"cd24cb737616c...   \n",
       " 30  {\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...   \n",
       " 31  {\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...   \n",
       " 32  {\"recruiterName\":\"杨女士\",\"userId\":\"0fa2d60e26680...   \n",
       " 33  {\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...   \n",
       " 34  {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       " 35  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " 36  {\"recruiterName\":\"邱女士\",\"userId\":\"2b6b0643bf65c...   \n",
       " 37  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " 38  {\"recruiterName\":\"张先生\",\"userId\":\"1bb6c055b07f5...   \n",
       " 39  {\"recruiterName\":\"杜先生\",\"userId\":\"c8d145acb0a31...   \n",
       " \n",
       "                                            job.labels  job.advViewFlag  \\\n",
       " 0                                  [产品开发, 产品规划, 产品运营]             True   \n",
       " 1         [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]             True   \n",
       " 2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...            False   \n",
       " 3   [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...            False   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]            False   \n",
       " 5                                                  []            False   \n",
       " 6                                            [神外, 医生]            False   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...            False   \n",
       " 8                                                  []            False   \n",
       " 9                                         [化妆品, to B]            False   \n",
       " 10                         [IT互联网, to C, 移动端产品, 产品规划]            False   \n",
       " 11                                           [web端产品]            False   \n",
       " 12                                  [to C, 消费品, 电子商务]            False   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...            False   \n",
       " 14                                                 []            False   \n",
       " 15                                                 []            False   \n",
       " 16                                             [泌尿外科]            False   \n",
       " 17                                   [化妆品, 消费品, 产品开发]            False   \n",
       " 18                                                 []            False   \n",
       " 19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...            False   \n",
       " 20                                             [to C]            False   \n",
       " 21  [数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...            False   \n",
       " 22                                                 []            False   \n",
       " 23                                                 []            False   \n",
       " 24                                 [商品管理, 产品企划, 商品运营]            False   \n",
       " 25                                                 []            False   \n",
       " 26                                 [市场营销, 产品管理, 产品开发]            False   \n",
       " 27  [供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...            False   \n",
       " 28  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...            False   \n",
       " 29              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]            False   \n",
       " 30                                             [品牌策划]            False   \n",
       " 31  [CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...            False   \n",
       " 32  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...            False   \n",
       " 33                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]            False   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]            False   \n",
       " 35                                                 []            False   \n",
       " 36                                             [数据分析]            False   \n",
       " 37                                             [增长产品]            False   \n",
       " 38                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]            False   \n",
       " 39                                      [供应链产品, 数据分析]            False   \n",
       " \n",
       "     job.topJob job.jobKind job.jobId  \\\n",
       " 0         True           2  58002363   \n",
       " 1         True           2  58486091   \n",
       " 2        False           2  50965433   \n",
       " 3        False           1  44053277   \n",
       " 4        False           2  57679297   \n",
       " 5        False           2  56689685   \n",
       " 6        False           2  58215521   \n",
       " 7        False           2  57794503   \n",
       " 8        False           1  45379571   \n",
       " 9        False           1  45380041   \n",
       " 10       False           2  58425003   \n",
       " 11       False           1  44113675   \n",
       " 12       False           2  57001973   \n",
       " 13       False           2  57223711   \n",
       " 14       False           1  43492441   \n",
       " 15       False           2  56876529   \n",
       " 16       False           2  57157157   \n",
       " 17       False           1  45187159   \n",
       " 18       False           1  45327891   \n",
       " 19       False           2  30477665   \n",
       " 20       False           1  44978805   \n",
       " 21       False           2  56295007   \n",
       " 22       False           2  43037645   \n",
       " 23       False           2  35923437   \n",
       " 24       False           2  50466807   \n",
       " 25       False           2  55829685   \n",
       " 26       False           1  45177357   \n",
       " 27       False           1  45253831   \n",
       " 28       False           1  45263747   \n",
       " 29       False           2  54145433   \n",
       " 30       False           2  55992453   \n",
       " 31       False           2  57403583   \n",
       " 32       False           1  45422545   \n",
       " 33       False           2  48554057   \n",
       " 34       False           2  48905275   \n",
       " 35       False           2  23154709   \n",
       " 36       False           2  31935443   \n",
       " 37       False           2  25415919   \n",
       " 38       False           1  45486777   \n",
       " 39       False           2  57816811   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  ...  \\\n",
       " 0                                         电商产品经理  10-15k·13薪  广州-越秀区  ...   \n",
       " 1                                       临床项目经理PM  20-28k·14薪  广州-海珠区  ...   \n",
       " 2                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区  ...   \n",
       " 3                           产品经理/Product Manager      20-30k      广州  ...   \n",
       " 4                            产品经理Product Manager      20-25k  广州-番禺区  ...   \n",
       " 5             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区  ...   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  广州-越秀区  ...   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区  ...   \n",
       " 8                                      化妆品原料产品经理  30-45k·14薪      广州  ...   \n",
       " 9                                           产品经理      25-29k  广州-天河区  ...   \n",
       " 10                                        高级产品PM      20-35k  广州-天河区  ...   \n",
       " 11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区  ...   \n",
       " 12                                      eWMS产品经理  20-40k·14薪  广州-天河区  ...   \n",
       " 13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州  ...   \n",
       " 14                                     产品销售经理-广州  20-40k·16薪      广州  ...   \n",
       " 15                    Automation Product Manager  20-40k·13薪  广州-天河区  ...   \n",
       " 16                                        医药产品经理  25-30k·14薪  广州-越秀区  ...   \n",
       " 17  Assistant Product Manager / Product Manager   18-30k·13薪      广州  ...   \n",
       " 18                                        硬件产品经理  30-50k·14薪  广州-海珠区  ...   \n",
       " 19                                          产品经理  18-40k·14薪  广州-越秀区  ...   \n",
       " 20                          eWMS Product Manager  20-40k·15薪      广州  ...   \n",
       " 21                                 产品经理（企业数字化转型）       6-10k  广州-天河区  ...   \n",
       " 22                                        数码产品经理        薪资面议      广州  ...   \n",
       " 23                                  产品经理（工业消洗产品）      12-30k      广州  ...   \n",
       " 24                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区  ...   \n",
       " 25                             产品经理-产品企划(J13606)      15-25k  广州-天河区  ...   \n",
       " 26                              Product Manager       25-30k      广州  ...   \n",
       " 27                                          产品经理      20-30k      广州  ...   \n",
       " 28                                          产品经理      20-30k      广州  ...   \n",
       " 29                          eWMS Product Manager        薪资面议  广州-天河区  ...   \n",
       " 30                                        产品策划经理      15-25k  广州-白云区  ...   \n",
       " 31                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区  ...   \n",
       " 32                                          产品经理  15-30k·15薪      广州  ...   \n",
       " 33                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区  ...   \n",
       " 34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区  ...   \n",
       " 35                                        数字营销PM        薪资面议  广州-天河区  ...   \n",
       " 36                                          游戏PM  15-30k·13薪  广州-海珠区  ...   \n",
       " 37                                          活动PM        薪资面议      广州  ...   \n",
       " 38                                        软件产品经理      25-40k  广州-黄埔区  ...   \n",
       " 39                                        产品经理助理    5-7k·13薪  广州-番禺区  ...   \n",
       " \n",
       "                                    comp.link comp.compScale  \\\n",
       " 0    https://www.liepin.com/company/9720899/         50-99人   \n",
       " 1    https://www.liepin.com/company/9649909/       10000人以上   \n",
       " 2    https://www.liepin.com/company/8112968/         50-99人   \n",
       " 3                                                  500-999人   \n",
       " 4   https://www.liepin.com/company/13315477/       100-499人   \n",
       " 5    https://www.liepin.com/company/8916227/    5000-10000人   \n",
       " 6    https://www.liepin.com/company/7023768/       10000人以上   \n",
       " 7    https://www.liepin.com/company/8112968/         50-99人   \n",
       " 8                                                    50-99人   \n",
       " 9                                                    50-99人   \n",
       " 10  https://www.liepin.com/company/13538001/       100-499人   \n",
       " 11                                               2000-5000人   \n",
       " 12    https://www.liepin.com/company/873330/       10000人以上   \n",
       " 13   https://www.liepin.com/company/9491766/       100-499人   \n",
       " 14                                                 10000人以上   \n",
       " 15   https://www.liepin.com/company/8506529/    5000-10000人   \n",
       " 16   https://www.liepin.com/company/8275623/     2000-5000人   \n",
       " 17                                               2000-5000人   \n",
       " 18                                                    1-49人   \n",
       " 19   https://www.liepin.com/company/9283329/          1-49人   \n",
       " 20                                                 10000人以上   \n",
       " 21   https://www.liepin.com/company/7863327/    5000-10000人   \n",
       " 22   https://www.liepin.com/company/2664546/     2000-5000人   \n",
       " 23   https://www.liepin.com/company/7932064/       100-499人   \n",
       " 24  https://www.liepin.com/company/13032765/     2000-5000人   \n",
       " 25  https://www.liepin.com/company/13032765/     2000-5000人   \n",
       " 26                                               2000-5000人   \n",
       " 27                                                 100-499人   \n",
       " 28                                                 100-499人   \n",
       " 29    https://www.liepin.com/company/873330/       10000人以上   \n",
       " 30   https://www.liepin.com/company/9660700/     1000-2000人   \n",
       " 31   https://www.liepin.com/company/8361671/       10000人以上   \n",
       " 32                                                 100-499人   \n",
       " 33   https://www.liepin.com/company/7932064/       100-499人   \n",
       " 34    https://www.liepin.com/company/803274/       500-999人   \n",
       " 35   https://www.liepin.com/company/6629285/     2000-5000人   \n",
       " 36   https://www.liepin.com/company/8307104/     1000-2000人   \n",
       " 37   https://www.liepin.com/company/6629285/     2000-5000人   \n",
       " 38                                              5000-10000人   \n",
       " 39   https://www.liepin.com/company/9730786/       100-499人   \n",
       " \n",
       "    recruiter.recruiterName      recruiter.recruiterTitle recruiter.chatted  \\\n",
       " 0                      刘女士                          人事经理             False   \n",
       " 1                      李女士                                           False   \n",
       " 2                      吴女士                 HR Specialist             False   \n",
       " 3                      谌女士                          猎头顾问             False   \n",
       " 4                      樊女士                           HRM             False   \n",
       " 5                      翁女士  Recruiter-Talent Acquisition             False   \n",
       " 6                      张先生                        人力资源专员             False   \n",
       " 7                      吴女士                 HR Specialist             False   \n",
       " 8                      陈女士                          猎头顾问             False   \n",
       " 9                      朱女士                          猎头顾问             False   \n",
       " 10                     戴先生                          招聘经理             False   \n",
       " 11                     曾女士                          猎头顾问             False   \n",
       " 12                     冯先生                     Recruiter             False   \n",
       " 13                     程先生                          招聘专家             False   \n",
       " 14                     陈女士                          猎头顾问             False   \n",
       " 15                     王女士                        人力资源专员             False   \n",
       " 16                     刘先生                    高级医学信息沟通专员             False   \n",
       " 17                     宋女士                          猎头顾问             False   \n",
       " 18                     唐女士                          猎头顾问             False   \n",
       " 19               Keli Tang                          HRBP             False   \n",
       " 20                     林先生                          猎头顾问             False   \n",
       " 21                     黎先生                          招聘主管             False   \n",
       " 22                     张先生                           112             False   \n",
       " 23                     陈女士                            HR             False   \n",
       " 24                     陈先生                                           False   \n",
       " 25                     林女士                    人力资源业务合作伙伴             False   \n",
       " 26                     孙女士                          猎头顾问             False   \n",
       " 27                     赵女士                          猎头顾问             False   \n",
       " 28                     蔡先生                          猎头顾问             False   \n",
       " 29                     杜先生                          招聘经理             False   \n",
       " 30                     郑先生                           HRM             False   \n",
       " 31                     俞女士                            HR             False   \n",
       " 32                     杨女士                          猎头顾问             False   \n",
       " 33                     陈女士                                           False   \n",
       " 34                     唐女士                                           False   \n",
       " 35                     刘女士                    Consultant             False   \n",
       " 36                     邱女士                        人力资源管理             False   \n",
       " 37                     刘女士                    Consultant             False   \n",
       " 38                     张先生                          猎头顾问             False   \n",
       " 39                     杜先生                                           False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       " 1   ff2f3f5a9fff3611062c1b1ee9c7454d                    2   \n",
       " 2   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 3   d874c5f87567784901ab80e4a8b96567                    2   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 5   8595d9ba8d1a1a2d801c17c79e240538                    2   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                    2   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 8   14a8accf08a04a521806a0cca0964ad2                    2   \n",
       " 9   c55d8c37c29999932efebeb7f272cb14                    2   \n",
       " 10  8cd623ca6b256b8f27604c803496f761                    2   \n",
       " 11  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 12  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 13  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 14  985c18edc2b4008b04612e645251413c                    2   \n",
       " 15  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 16  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 17  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 18  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 19  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 20  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 21  beff7093463e459a613348042573671f                    2   \n",
       " 22  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 23  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 24  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 25  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 26  9cfdabc8878349689809d03804875792                    2   \n",
       " 27  8a0305395cddc174dfb6df235db455f2                    2   \n",
       " 28  3a5b505a337c783db090656a5246961f                    2   \n",
       " 29  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       " 30  ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       " 31  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 32  b46e176196ab3b129941166e65ebdb6f                    2   \n",
       " 33  767685575712890413dd84912f51618a                    2   \n",
       " 34  9e5b45289ab5581e337193710fe42056                    2   \n",
       " 35  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 36  d458df6acc9507089941166e65ebdb6f                    2   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 38  7c05f20f8a23faaa4383db9bf147ecbd                    2   \n",
       " 39  5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   c5724f323b2da66af8b40e43da5740a5   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 4   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 9   7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 10  76b3c5fa37c28d5b0833ed7f44c37e6d   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 11  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 14  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 15  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 16  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 17  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 18  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 19  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 23  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 25  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 26  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 27  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 28  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 29  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  71e39b9fa38c7913909ac669ef10aa84   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 31  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 32  0fa2d60e2668081853ee69faf212d0bc   600a795d845ac93d96472a1605u.png   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  69bf0604ae10eb243f03c06e2c7db374   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  2b6b0643bf65c612313162312f0bffed   62903e4ce4c190153f6f304c06u.jpg   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  1bb6c055b07f554dbce99e0b13d1f3a4  61bfe8e8d8489c6530a2c4db06u.jpeg   \n",
       " 39  c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3           融资未公开  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6             已上市  \n",
       " 7             NaN  \n",
       " 8           融资未公开  \n",
       " 9           融资未公开  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             D轮  \n",
       " 14          融资未公开  \n",
       " 15            NaN  \n",
       " 16           港股上市  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20          融资未公开  \n",
       " 21         沪深A股上市  \n",
       " 22             其他  \n",
       " 23          融资未公开  \n",
       " 24            NaN  \n",
       " 25            NaN  \n",
       " 26          融资未公开  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29            NaN  \n",
       " 30            NaN  \n",
       " 31            已上市  \n",
       " 32            NaN  \n",
       " 33          融资未公开  \n",
       " 34            已上市  \n",
       " 35            NaN  \n",
       " 36          科创板上市  \n",
       " 37            NaN  \n",
       " 38            已上市  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2258002363%22%2C%22jobKind%2...   \n",
       " 1   %7B%22jobId%22%3A%2258486091%22%2C%22jobKind%2...   \n",
       " 2   %7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...   \n",
       " 3   %7B%22jobId%22%3A%2244053277%22%2C%22jobKind%2...   \n",
       " 4   %7B%22jobId%22%3A%2257679297%22%2C%22jobKind%2...   \n",
       " 5   %7B%22jobId%22%3A%2256689685%22%2C%22jobKind%2...   \n",
       " 6   %7B%22jobId%22%3A%2258215521%22%2C%22jobKind%2...   \n",
       " 7   %7B%22jobId%22%3A%2257794503%22%2C%22jobKind%2...   \n",
       " 8   %7B%22jobId%22%3A%2245379571%22%2C%22jobKind%2...   \n",
       " 9   %7B%22jobId%22%3A%2245380041%22%2C%22jobKind%2...   \n",
       " 10  %7B%22jobId%22%3A%2258425003%22%2C%22jobKind%2...   \n",
       " 11  %7B%22jobId%22%3A%2244113675%22%2C%22jobKind%2...   \n",
       " 12  %7B%22jobId%22%3A%2257001973%22%2C%22jobKind%2...   \n",
       " 13  %7B%22jobId%22%3A%2257223711%22%2C%22jobKind%2...   \n",
       " 14  %7B%22jobId%22%3A%2243492441%22%2C%22jobKind%2...   \n",
       " 15  %7B%22jobId%22%3A%2256876529%22%2C%22jobKind%2...   \n",
       " 16  %7B%22jobId%22%3A%2257157157%22%2C%22jobKind%2...   \n",
       " 17  %7B%22jobId%22%3A%2245187159%22%2C%22jobKind%2...   \n",
       " 18  %7B%22jobId%22%3A%2245327891%22%2C%22jobKind%2...   \n",
       " 19  %7B%22jobId%22%3A%2230477665%22%2C%22jobKind%2...   \n",
       " 20  %7B%22jobId%22%3A%2244978805%22%2C%22jobKind%2...   \n",
       " 21  %7B%22jobId%22%3A%2256295007%22%2C%22jobKind%2...   \n",
       " 22  %7B%22jobId%22%3A%2243037645%22%2C%22jobKind%2...   \n",
       " 23  %7B%22jobId%22%3A%2235923437%22%2C%22jobKind%2...   \n",
       " 24  %7B%22jobId%22%3A%2250466807%22%2C%22jobKind%2...   \n",
       " 25  %7B%22jobId%22%3A%2255829685%22%2C%22jobKind%2...   \n",
       " 26  %7B%22jobId%22%3A%2245177357%22%2C%22jobKind%2...   \n",
       " 27  %7B%22jobId%22%3A%2245253831%22%2C%22jobKind%2...   \n",
       " 28  %7B%22jobId%22%3A%2245263747%22%2C%22jobKind%2...   \n",
       " 29  %7B%22jobId%22%3A%2254145433%22%2C%22jobKind%2...   \n",
       " 30  %7B%22jobId%22%3A%2255992453%22%2C%22jobKind%2...   \n",
       " 31  %7B%22jobId%22%3A%2257403583%22%2C%22jobKind%2...   \n",
       " 32  %7B%22jobId%22%3A%2245422545%22%2C%22jobKind%2...   \n",
       " 33  %7B%22jobId%22%3A%2248554057%22%2C%22jobKind%2...   \n",
       " 34  %7B%22jobId%22%3A%2248905275%22%2C%22jobKind%2...   \n",
       " 35  %7B%22jobId%22%3A%2223154709%22%2C%22jobKind%2...   \n",
       " 36  %7B%22jobId%22%3A%2231935443%22%2C%22jobKind%2...   \n",
       " 37  %7B%22jobId%22%3A%2225415919%22%2C%22jobKind%2...   \n",
       " 38  %7B%22jobId%22%3A%2245486777%22%2C%22jobKind%2...   \n",
       " 39  %7B%22jobId%22%3A%2257816811%22%2C%22jobKind%2...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"58002363\",\"jobKind\":\"2\",\"imId\":\"561f...   \n",
       " 1   {\"jobId\":\"58486091\",\"jobKind\":\"2\",\"imId\":\"ff2f...   \n",
       " 2   {\"jobId\":\"50965433\",\"jobKind\":\"2\",\"imId\":\"0ce6...   \n",
       " 3   {\"jobId\":\"44053277\",\"jobKind\":\"1\",\"imId\":\"d874...   \n",
       " 4   {\"jobId\":\"57679297\",\"jobKind\":\"2\",\"imId\":\"c161...   \n",
       " 5   {\"jobId\":\"56689685\",\"jobKind\":\"2\",\"imId\":\"8595...   \n",
       " 6   {\"jobId\":\"58215521\",\"jobKind\":\"2\",\"imId\":\"f8a5...   \n",
       " 7   {\"jobId\":\"57794503\",\"jobKind\":\"2\",\"imId\":\"0ce6...   \n",
       " 8   {\"jobId\":\"45379571\",\"jobKind\":\"1\",\"imId\":\"14a8...   \n",
       " 9   {\"jobId\":\"45380041\",\"jobKind\":\"1\",\"imId\":\"c55d...   \n",
       " 10  {\"jobId\":\"58425003\",\"jobKind\":\"2\",\"imId\":\"8cd6...   \n",
       " 11  {\"jobId\":\"44113675\",\"jobKind\":\"1\",\"imId\":\"7908...   \n",
       " 12  {\"jobId\":\"57001973\",\"jobKind\":\"2\",\"imId\":\"fadf...   \n",
       " 13  {\"jobId\":\"57223711\",\"jobKind\":\"2\",\"imId\":\"6fa1...   \n",
       " 14  {\"jobId\":\"43492441\",\"jobKind\":\"1\",\"imId\":\"985c...   \n",
       " 15  {\"jobId\":\"56876529\",\"jobKind\":\"2\",\"imId\":\"24c1...   \n",
       " 16  {\"jobId\":\"57157157\",\"jobKind\":\"2\",\"imId\":\"d4cc...   \n",
       " 17  {\"jobId\":\"45187159\",\"jobKind\":\"1\",\"imId\":\"3747...   \n",
       " 18  {\"jobId\":\"45327891\",\"jobKind\":\"1\",\"imId\":\"73f2...   \n",
       " 19  {\"jobId\":\"30477665\",\"jobKind\":\"2\",\"imId\":\"edbe...   \n",
       " 20  {\"jobId\":\"44978805\",\"jobKind\":\"1\",\"imId\":\"d961...   \n",
       " 21  {\"jobId\":\"56295007\",\"jobKind\":\"2\",\"imId\":\"beff...   \n",
       " 22  {\"jobId\":\"43037645\",\"jobKind\":\"2\",\"imId\":\"bd0e...   \n",
       " 23  {\"jobId\":\"35923437\",\"jobKind\":\"2\",\"imId\":\"18f5...   \n",
       " 24  {\"jobId\":\"50466807\",\"jobKind\":\"2\",\"imId\":\"feaa...   \n",
       " 25  {\"jobId\":\"55829685\",\"jobKind\":\"2\",\"imId\":\"7b80...   \n",
       " 26  {\"jobId\":\"45177357\",\"jobKind\":\"1\",\"imId\":\"9cfd...   \n",
       " 27  {\"jobId\":\"45253831\",\"jobKind\":\"1\",\"imId\":\"8a03...   \n",
       " 28  {\"jobId\":\"45263747\",\"jobKind\":\"1\",\"imId\":\"3a5b...   \n",
       " 29  {\"jobId\":\"54145433\",\"jobKind\":\"2\",\"imId\":\"0d22...   \n",
       " 30  {\"jobId\":\"55992453\",\"jobKind\":\"2\",\"imId\":\"ecb6...   \n",
       " 31  {\"jobId\":\"57403583\",\"jobKind\":\"2\",\"imId\":\"9277...   \n",
       " 32  {\"jobId\":\"45422545\",\"jobKind\":\"1\",\"imId\":\"b46e...   \n",
       " 33  {\"jobId\":\"48554057\",\"jobKind\":\"2\",\"imId\":\"7676...   \n",
       " 34  {\"jobId\":\"48905275\",\"jobKind\":\"2\",\"imId\":\"9e5b...   \n",
       " 35  {\"jobId\":\"23154709\",\"jobKind\":\"2\",\"imId\":\"b76b...   \n",
       " 36  {\"jobId\":\"31935443\",\"jobKind\":\"2\",\"imId\":\"d458...   \n",
       " 37  {\"jobId\":\"25415919\",\"jobKind\":\"2\",\"imId\":\"b76b...   \n",
       " 38  {\"jobId\":\"45486777\",\"jobKind\":\"1\",\"imId\":\"7c05...   \n",
       " 39  {\"jobId\":\"57816811\",\"jobKind\":\"2\",\"imId\":\"5fdf...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                  [产品开发, 产品规划, 产品运营]  58002363   \n",
       " 1         [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]  58486091   \n",
       " 2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433   \n",
       " 3   [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...  44053277   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  57679297   \n",
       " 5                                                  []  56689685   \n",
       " 6                                            [神外, 医生]  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503   \n",
       " 8                                                  []  45379571   \n",
       " 9                                         [化妆品, to B]  45380041   \n",
       " 10                         [IT互联网, to C, 移动端产品, 产品规划]  58425003   \n",
       " 11                                           [web端产品]  44113675   \n",
       " 12                                  [to C, 消费品, 电子商务]  57001973   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  57223711   \n",
       " 14                                                 []  43492441   \n",
       " 15                                                 []  56876529   \n",
       " 16                                             [泌尿外科]  57157157   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  45187159   \n",
       " 18                                                 []  45327891   \n",
       " 19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665   \n",
       " 20                                             [to C]  44978805   \n",
       " 21  [数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...  56295007   \n",
       " 22                                                 []  43037645   \n",
       " 23                                                 []  35923437   \n",
       " 24                                 [商品管理, 产品企划, 商品运营]  50466807   \n",
       " 25                                                 []  55829685   \n",
       " 26                                 [市场营销, 产品管理, 产品开发]  45177357   \n",
       " 27  [供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...  45253831   \n",
       " 28  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  45263747   \n",
       " 29              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  54145433   \n",
       " 30                                             [品牌策划]  55992453   \n",
       " 31  [CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...  57403583   \n",
       " 32  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  45422545   \n",
       " 33                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  48554057   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]  48905275   \n",
       " 35                                                 []  23154709   \n",
       " 36                                             [数据分析]  31935443   \n",
       " 37                                             [增长产品]  25415919   \n",
       " 38                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]  45486777   \n",
       " 39                                      [供应链产品, 数据分析]  57816811   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  \\\n",
       " 0                                         电商产品经理  10-15k·13薪  广州-越秀区   \n",
       " 1                                       临床项目经理PM  20-28k·14薪  广州-海珠区   \n",
       " 2                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区   \n",
       " 3                           产品经理/Product Manager      20-30k      广州   \n",
       " 4                            产品经理Product Manager      20-25k  广州-番禺区   \n",
       " 5             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  广州-越秀区   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区   \n",
       " 8                                      化妆品原料产品经理  30-45k·14薪      广州   \n",
       " 9                                           产品经理      25-29k  广州-天河区   \n",
       " 10                                        高级产品PM      20-35k  广州-天河区   \n",
       " 11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区   \n",
       " 12                                      eWMS产品经理  20-40k·14薪  广州-天河区   \n",
       " 13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州   \n",
       " 14                                     产品销售经理-广州  20-40k·16薪      广州   \n",
       " 15                    Automation Product Manager  20-40k·13薪  广州-天河区   \n",
       " 16                                        医药产品经理  25-30k·14薪  广州-越秀区   \n",
       " 17  Assistant Product Manager / Product Manager   18-30k·13薪      广州   \n",
       " 18                                        硬件产品经理  30-50k·14薪  广州-海珠区   \n",
       " 19                                          产品经理  18-40k·14薪  广州-越秀区   \n",
       " 20                          eWMS Product Manager  20-40k·15薪      广州   \n",
       " 21                                 产品经理（企业数字化转型）       6-10k  广州-天河区   \n",
       " 22                                        数码产品经理        薪资面议      广州   \n",
       " 23                                  产品经理（工业消洗产品）      12-30k      广州   \n",
       " 24                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区   \n",
       " 25                             产品经理-产品企划(J13606)      15-25k  广州-天河区   \n",
       " 26                              Product Manager       25-30k      广州   \n",
       " 27                                          产品经理      20-30k      广州   \n",
       " 28                                          产品经理      20-30k      广州   \n",
       " 29                          eWMS Product Manager        薪资面议  广州-天河区   \n",
       " 30                                        产品策划经理      15-25k  广州-白云区   \n",
       " 31                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区   \n",
       " 32                                          产品经理  15-30k·15薪      广州   \n",
       " 33                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区   \n",
       " 34                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区   \n",
       " 35                                        数字营销PM        薪资面议  广州-天河区   \n",
       " 36                                          游戏PM  15-30k·13薪  广州-海珠区   \n",
       " 37                                          活动PM        薪资面议      广州   \n",
       " 38                                        软件产品经理      25-40k  广州-黄埔区   \n",
       " 39                                        产品经理助理    5-7k·13薪  广州-番禺区   \n",
       " \n",
       "    job.jobKind job.requireWorkYears job.requireEduLevel  ...  \\\n",
       " 0            2                 1-3年                  大专  ...   \n",
       " 1            2                 3-5年                  本科  ...   \n",
       " 2            2                 3-5年                  硕士  ...   \n",
       " 3            1                5-10年                统招本科  ...   \n",
       " 4            2                 3-5年                  本科  ...   \n",
       " 5            2                5-10年                  本科  ...   \n",
       " 6            2                 1-3年                统招本科  ...   \n",
       " 7            2                 3-5年                  本科  ...   \n",
       " 8            1                 3-5年               硕士及以上  ...   \n",
       " 9            1                 3-5年                统招本科  ...   \n",
       " 10           2                 1-3年                  本科  ...   \n",
       " 11           1                5-10年                统招本科  ...   \n",
       " 12           2                 经验不限                统招本科  ...   \n",
       " 13           2                 经验不限                  本科  ...   \n",
       " 14           1                 3-5年                学历不限  ...   \n",
       " 15           2                5-10年                  本科  ...   \n",
       " 16           2                 1-3年                  硕士  ...   \n",
       " 17           1                5-10年               本科及以上  ...   \n",
       " 18           1                5-10年               本科及以上  ...   \n",
       " 19           2                5-10年                  硕士  ...   \n",
       " 20           1                 经验不限                学历不限  ...   \n",
       " 21           2                 3-5年                  本科  ...   \n",
       " 22           2                 3-5年                  本科  ...   \n",
       " 23           2                 3-5年                  硕士  ...   \n",
       " 24           2                 3-5年                  本科  ...   \n",
       " 25           2                5-10年                  本科  ...   \n",
       " 26           1                 1-3年               本科及以上  ...   \n",
       " 27           1                10年以上                统招本科  ...   \n",
       " 28           1                5-10年                统招本科  ...   \n",
       " 29           2                5-10年                统招本科  ...   \n",
       " 30           2                5-10年                  本科  ...   \n",
       " 31           2                 3-5年                  本科  ...   \n",
       " 32           1                5-10年                统招本科  ...   \n",
       " 33           2                 3-5年                  硕士  ...   \n",
       " 34           2                5-10年                  本科  ...   \n",
       " 35           2                5-10年                  本科  ...   \n",
       " 36           2                 3-5年                  本科  ...   \n",
       " 37           2                 3-5年                统招本科  ...   \n",
       " 38           1                5-10年                统招本科  ...   \n",
       " 39           2                 1-3年                  大专  ...   \n",
       " \n",
       "                                    comp.link comp.compIndustry  \\\n",
       " 0    https://www.liepin.com/company/9720899/             批发/零售   \n",
       " 1    https://www.liepin.com/company/9649909/                制药   \n",
       " 2    https://www.liepin.com/company/8112968/            贸易/进出口   \n",
       " 3                                                        机械/设备   \n",
       " 4   https://www.liepin.com/company/13315477/              IT服务   \n",
       " 5    https://www.liepin.com/company/8916227/              医疗器械   \n",
       " 6    https://www.liepin.com/company/7023768/                制药   \n",
       " 7    https://www.liepin.com/company/8112968/            贸易/进出口   \n",
       " 8                                                       贸易/进出口   \n",
       " 9                                                       贸易/进出口   \n",
       " 10  https://www.liepin.com/company/13538001/            人力资源服务   \n",
       " 11                                                    食品/饮料/酒水   \n",
       " 12    https://www.liepin.com/company/873330/                日化   \n",
       " 13   https://www.liepin.com/company/9491766/              人工智能   \n",
       " 14                                                        医疗器械   \n",
       " 15   https://www.liepin.com/company/8506529/              医疗器械   \n",
       " 16   https://www.liepin.com/company/8275623/                制药   \n",
       " 17                                                          日化   \n",
       " 18                                                     电气机械/器材   \n",
       " 19   https://www.liepin.com/company/9283329/            专业技术服务   \n",
       " 20                                                    食品/饮料/酒水   \n",
       " 21   https://www.liepin.com/company/7863327/              通信设备   \n",
       " 22   https://www.liepin.com/company/2664546/             计算机软件   \n",
       " 23   https://www.liepin.com/company/7932064/                制药   \n",
       " 24  https://www.liepin.com/company/13032765/          服装/纺织/皮革   \n",
       " 25  https://www.liepin.com/company/13032765/          服装/纺织/皮革   \n",
       " 26                                                          日化   \n",
       " 27                                                        IT服务   \n",
       " 28                                                        IT服务   \n",
       " 29    https://www.liepin.com/company/873330/                日化   \n",
       " 30   https://www.liepin.com/company/9660700/               互联网   \n",
       " 31   https://www.liepin.com/company/8361671/               互联网   \n",
       " 32                                                        IT服务   \n",
       " 33   https://www.liepin.com/company/7932064/                制药   \n",
       " 34    https://www.liepin.com/company/803274/                游戏   \n",
       " 35   https://www.liepin.com/company/6629285/              IT服务   \n",
       " 36   https://www.liepin.com/company/8307104/                游戏   \n",
       " 37   https://www.liepin.com/company/6629285/              IT服务   \n",
       " 38                                                       计算机软件   \n",
       " 39   https://www.liepin.com/company/9730786/       电子/半导体/集成电路   \n",
       " \n",
       "    recruiter.chatted                    recruiter.imId  recruiter.imUserType  \\\n",
       " 0              False  561ff6e28a2e9cb4aa6795a3148228ff                     2   \n",
       " 1              False  ff2f3f5a9fff3611062c1b1ee9c7454d                     2   \n",
       " 2              False  0ce6f53a162e27cc9427b88c78d2ff1f                     2   \n",
       " 3              False  d874c5f87567784901ab80e4a8b96567                     2   \n",
       " 4              False  c161b9ea744ffb27d0e00b26797bdaff                     2   \n",
       " 5              False  8595d9ba8d1a1a2d801c17c79e240538                     2   \n",
       " 6              False  f8a500e0eab81d475153eb2d84a8b1de                     2   \n",
       " 7              False  0ce6f53a162e27cc9427b88c78d2ff1f                     2   \n",
       " 8              False  14a8accf08a04a521806a0cca0964ad2                     2   \n",
       " 9              False  c55d8c37c29999932efebeb7f272cb14                     2   \n",
       " 10             False  8cd623ca6b256b8f27604c803496f761                     2   \n",
       " 11             False  7908151abdbef12e2efebeb7f272cb14                     2   \n",
       " 12             False  fadfc2ceb1f0029d4ad85438c465a917                     2   \n",
       " 13             False  6fa10ff6ea77d091528dabef14b76f2d                     2   \n",
       " 14             False  985c18edc2b4008b04612e645251413c                     2   \n",
       " 15             False  24c1cab13ef9bc2e801c17c79e240538                     2   \n",
       " 16             False  d4cc4bca17cae276aefc9b4a2bd8879c                     2   \n",
       " 17             False  37476b87b3e233679f90a7bcfdb96d0e                     2   \n",
       " 18             False  73f267275bfde46ce68ea511f8a9efc5                     2   \n",
       " 19             False  edbe6a7c4ed9d6e5aaa70b13e477f173                     2   \n",
       " 20             False  d9615c119bb132bd55a0b6511a508218                     2   \n",
       " 21             False  beff7093463e459a613348042573671f                     2   \n",
       " 22             False  bd0efb08acc7704271de52c3bc0b6279                     2   \n",
       " 23             False  18f5af2ced812a43d6a9d1214a39013b                     2   \n",
       " 24             False  feaaf399e43a569d29323863fa1c0b93                     2   \n",
       " 25             False  7b8081a6d08696bafaf1d0d00bd33fc5                     2   \n",
       " 26             False  9cfdabc8878349689809d03804875792                     2   \n",
       " 27             False  8a0305395cddc174dfb6df235db455f2                     2   \n",
       " 28             False  3a5b505a337c783db090656a5246961f                     2   \n",
       " 29             False  0d2213fbc6520bd4e4cd5c055e1e05ce                     2   \n",
       " 30             False  ecb69f58b8af2fa07bed4a56d1662c8b                     2   \n",
       " 31             False  927752d28c878e66e4cd5c055e1e05ce                     2   \n",
       " 32             False  b46e176196ab3b129941166e65ebdb6f                     2   \n",
       " 33             False  767685575712890413dd84912f51618a                     2   \n",
       " 34             False  9e5b45289ab5581e337193710fe42056                     2   \n",
       " 35             False  b76b2be27ab4a4746042c177f0a1d2b1                     2   \n",
       " 36             False  d458df6acc9507089941166e65ebdb6f                     2   \n",
       " 37             False  b76b2be27ab4a4746042c177f0a1d2b1                     2   \n",
       " 38             False  7c05f20f8a23faaa4383db9bf147ecbd                     2   \n",
       " 39             False  5fdfb4259befbf07160bef405ccde8ba                     2   \n",
       " \n",
       "    recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                      刘女士                          人事经理   \n",
       " 1                      李女士                                 \n",
       " 2                      吴女士                 HR Specialist   \n",
       " 3                      谌女士                          猎头顾问   \n",
       " 4                      樊女士                           HRM   \n",
       " 5                      翁女士  Recruiter-Talent Acquisition   \n",
       " 6                      张先生                        人力资源专员   \n",
       " 7                      吴女士                 HR Specialist   \n",
       " 8                      陈女士                          猎头顾问   \n",
       " 9                      朱女士                          猎头顾问   \n",
       " 10                     戴先生                          招聘经理   \n",
       " 11                     曾女士                          猎头顾问   \n",
       " 12                     冯先生                     Recruiter   \n",
       " 13                     程先生                          招聘专家   \n",
       " 14                     陈女士                          猎头顾问   \n",
       " 15                     王女士                        人力资源专员   \n",
       " 16                     刘先生                    高级医学信息沟通专员   \n",
       " 17                     宋女士                          猎头顾问   \n",
       " 18                     唐女士                          猎头顾问   \n",
       " 19               Keli Tang                          HRBP   \n",
       " 20                     林先生                          猎头顾问   \n",
       " 21                     黎先生                          招聘主管   \n",
       " 22                     张先生                           112   \n",
       " 23                     陈女士                            HR   \n",
       " 24                     陈先生                                 \n",
       " 25                     林女士                    人力资源业务合作伙伴   \n",
       " 26                     孙女士                          猎头顾问   \n",
       " 27                     赵女士                          猎头顾问   \n",
       " 28                     蔡先生                          猎头顾问   \n",
       " 29                     杜先生                          招聘经理   \n",
       " 30                     郑先生                           HRM   \n",
       " 31                     俞女士                            HR   \n",
       " 32                     杨女士                          猎头顾问   \n",
       " 33                     陈女士                                 \n",
       " 34                     唐女士                                 \n",
       " 35                     刘女士                    Consultant   \n",
       " 36                     邱女士                        人力资源管理   \n",
       " 37                     刘女士                    Consultant   \n",
       " 38                     张先生                          猎头顾问   \n",
       " 39                     杜先生                                 \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   c5724f323b2da66af8b40e43da5740a5   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 4   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 9   7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 10  76b3c5fa37c28d5b0833ed7f44c37e6d   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 11  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 14  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 15  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 16  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 17  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 18  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 19  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 23  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 25  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 26  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 27  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 28  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 29  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  71e39b9fa38c7913909ac669ef10aa84   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 31  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 32  0fa2d60e2668081853ee69faf212d0bc   600a795d845ac93d96472a1605u.png   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  69bf0604ae10eb243f03c06e2c7db374   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  2b6b0643bf65c612313162312f0bffed   62903e4ce4c190153f6f304c06u.jpg   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  1bb6c055b07f554dbce99e0b13d1f3a4  61bfe8e8d8489c6530a2c4db06u.jpeg   \n",
       " 39  c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3           融资未公开  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6             已上市  \n",
       " 7             NaN  \n",
       " 8           融资未公开  \n",
       " 9           融资未公开  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             D轮  \n",
       " 14          融资未公开  \n",
       " 15            NaN  \n",
       " 16           港股上市  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20          融资未公开  \n",
       " 21         沪深A股上市  \n",
       " 22             其他  \n",
       " 23          融资未公开  \n",
       " 24            NaN  \n",
       " 25            NaN  \n",
       " 26          融资未公开  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29            NaN  \n",
       " 30            NaN  \n",
       " 31            已上市  \n",
       " 32            NaN  \n",
       " 33          融资未公开  \n",
       " 34            已上市  \n",
       " 35            NaN  \n",
       " 36          科创板上市  \n",
       " 37            NaN  \n",
       " 38            已上市  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 3   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 8   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 9   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 14  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 18  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 20  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 26  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 27  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 28  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 38  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"e478580dede58f33b410edb79f6d12d0\",\"...   \n",
       " 1   {\"userId\":\"c5724f323b2da66af8b40e43da5740a5\",\"...   \n",
       " 2   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 3   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       " 4   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 5   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       " 6   {\"userId\":\"5445ba45a2189a2b1a078f176245fc3b\",\"...   \n",
       " 7   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 8   {\"userId\":\"9780c9933530029971f2c48a1f2fc365\",\"...   \n",
       " 9   {\"userId\":\"7660709be664be56c32a8aef2aff706d\",\"...   \n",
       " 10  {\"userId\":\"76b3c5fa37c28d5b0833ed7f44c37e6d\",\"...   \n",
       " 11  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       " 12  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       " 13  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 14  {\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...   \n",
       " 15  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 16  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 17  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 18  {\"userId\":\"1d96d00cfe919fa26a1adf5987777a35\",\"...   \n",
       " 19  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 20  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 21  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 22  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 23  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 24  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 25  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 26  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 27  {\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...   \n",
       " 28  {\"userId\":\"8fc7562cc0d10f9479c452c56622eaa4\",\"...   \n",
       " 29  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       " 30  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 31  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 32  {\"userId\":\"0fa2d60e2668081853ee69faf212d0bc\",\"...   \n",
       " 33  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 34  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 35  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 36  {\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...   \n",
       " 37  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 38  {\"userId\":\"1bb6c055b07f554dbce99e0b13d1f3a4\",\"...   \n",
       " 39  {\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0                                  [产品开发, 产品规划, 产品运营]           2  58002363   \n",
       " 1         [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]           2  58486091   \n",
       " 2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 3   [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...           1  44053277   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]           2  57679297   \n",
       " 5                                                  []           2  56689685   \n",
       " 6                                            [神外, 医生]           2  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 8                                                  []           1  45379571   \n",
       " 9                                         [化妆品, to B]           1  45380041   \n",
       " 10                         [IT互联网, to C, 移动端产品, 产品规划]           2  58425003   \n",
       " 11                                           [web端产品]           1  44113675   \n",
       " 12                                  [to C, 消费品, 电子商务]           2  57001973   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...           2  57223711   \n",
       " 14                                                 []           1  43492441   \n",
       " 15                                                 []           2  56876529   \n",
       " 16                                             [泌尿外科]           2  57157157   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 18                                                 []           1  45327891   \n",
       " 19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 20                                             [to C]           1  44978805   \n",
       " 21  [数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...           2  56295007   \n",
       " 22                                                 []           2  43037645   \n",
       " 23                                                 []           2  35923437   \n",
       " 24                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 25                                                 []           2  55829685   \n",
       " 26                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 27  [供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府...           1  45253831   \n",
       " 28  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1  45263747   \n",
       " 29              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]           2  54145433   \n",
       " 30                                             [品牌策划]           2  55992453   \n",
       " 31  [CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务...           2  57403583   \n",
       " 32  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1  45422545   \n",
       " 33                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]           2  48554057   \n",
       " 34                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 35                                                 []           2  23154709   \n",
       " 36                                             [数据分析]           2  31935443   \n",
       " 37                                             [增长产品]           2  25415919   \n",
       " 38                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]           1  45486777   \n",
       " 39                                      [供应链产品, 数据分析]           2  57816811   \n",
       " \n",
       "     job.topJob  job.dq                                     job.title  \\\n",
       " 0         True  广州-越秀区                                        电商产品经理   \n",
       " 1         True  广州-海珠区                                      临床项目经理PM   \n",
       " 2        False  广州-天河区                   产品经理（化妆品原料）/Product Manager   \n",
       " 3        False      广州                          产品经理/Product Manager   \n",
       " 4        False  广州-番禺区                           产品经理Product Manager   \n",
       " 5        False  广州-越秀区            Product Sales Manager MR 产品销售经理 广州   \n",
       " 6        False  广州-越秀区                神外产品销售经理 Product Sales Manager   \n",
       " 7        False  广州-天河区                             助理产品经理（化妆品原料）/APM   \n",
       " 8        False      广州                                     化妆品原料产品经理   \n",
       " 9        False  广州-天河区                                          产品经理   \n",
       " 10       False  广州-天河区                                        高级产品PM   \n",
       " 11       False  广州-白云区                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12       False  广州-天河区                                      eWMS产品经理   \n",
       " 13       False      广州                                  自动驾驶（硬件）产品经理   \n",
       " 14       False      广州                                     产品销售经理-广州   \n",
       " 15       False  广州-天河区                    Automation Product Manager   \n",
       " 16       False  广州-越秀区                                        医药产品经理   \n",
       " 17       False      广州  Assistant Product Manager / Product Manager    \n",
       " 18       False  广州-海珠区                                        硬件产品经理   \n",
       " 19       False  广州-越秀区                                          产品经理   \n",
       " 20       False      广州                          eWMS Product Manager   \n",
       " 21       False  广州-天河区                                 产品经理（企业数字化转型）   \n",
       " 22       False      广州                                        数码产品经理   \n",
       " 23       False      广州                                  产品经理（工业消洗产品）   \n",
       " 24       False  广州-天河区                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 25       False  广州-天河区                             产品经理-产品企划(J13606)   \n",
       " 26       False      广州                              Product Manager    \n",
       " 27       False      广州                                          产品经理   \n",
       " 28       False      广州                                          产品经理   \n",
       " 29       False  广州-天河区                          eWMS Product Manager   \n",
       " 30       False  广州-白云区                                        产品策划经理   \n",
       " 31       False  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 32       False      广州                                          产品经理   \n",
       " 33       False  广州-黄埔区                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 34       False  广州-天河区                        项目发行PM（二次元） (MJ000855)   \n",
       " 35       False  广州-天河区                                        数字营销PM   \n",
       " 36       False  广州-海珠区                                          游戏PM   \n",
       " 37       False      广州                                          活动PM   \n",
       " 38       False  广州-黄埔区                                        软件产品经理   \n",
       " 39       False  广州-番禺区                                        产品经理助理   \n",
       " \n",
       "     job.salary job.refreshTime  ...  comp.compId  \\\n",
       " 0   10-15k·13薪  20230421104505  ...    9720899.0   \n",
       " 1   20-28k·14薪  20230511163715  ...    9649909.0   \n",
       " 2         薪资面议  20230512143009  ...    8112968.0   \n",
       " 3       20-30k  20230512175807  ...          NaN   \n",
       " 4       20-25k  20230410215438  ...   13315477.0   \n",
       " 5         薪资面议  20230303234707  ...    8916227.0   \n",
       " 6   12-15k·15薪  20230428143658  ...    7023768.0   \n",
       " 7         薪资面议  20230512143009  ...    8112968.0   \n",
       " 8   30-45k·14薪  20230507193936  ...          NaN   \n",
       " 9       25-29k  20230425140852  ...          NaN   \n",
       " 10      20-35k  20230510085022  ...   13538001.0   \n",
       " 11  15-24k·13薪  20230306145244  ...          NaN   \n",
       " 12  20-40k·14薪  20230512144309  ...     873330.0   \n",
       " 13  25-50k·15薪  20230505092519  ...    9491766.0   \n",
       " 14  20-40k·16薪  20230511101127  ...          NaN   \n",
       " 15  20-40k·13薪  20230512113721  ...    8506529.0   \n",
       " 16  25-30k·14薪  20230321153342  ...    8275623.0   \n",
       " 17  18-30k·13薪  20230411142619  ...          NaN   \n",
       " 18  30-50k·14薪  20230425143147  ...          NaN   \n",
       " 19  18-40k·14薪  20230426112936  ...    9283329.0   \n",
       " 20  20-40k·15薪  20230413114524  ...          NaN   \n",
       " 21       6-10k  20230221094711  ...    7863327.0   \n",
       " 22        薪资面议  20210913204744  ...    2664546.0   \n",
       " 23      12-30k  20220319162445  ...    7932064.0   \n",
       " 24  14-28k·16薪  20221116184947  ...   13032765.0   \n",
       " 25      15-25k  20230206112123  ...   13032765.0   \n",
       " 26      25-30k  20230512103745  ...          NaN   \n",
       " 27      20-30k  20230413092954  ...          NaN   \n",
       " 28      20-30k  20230512085834  ...          NaN   \n",
       " 29        薪资面议  20230512151232  ...     873330.0   \n",
       " 30      15-25k  20230511100434  ...    9660700.0   \n",
       " 31      11-22k  20230329180701  ...    8361671.0   \n",
       " 32  15-30k·15薪  20230419100536  ...          NaN   \n",
       " 33  15-20k·20薪  20230508130514  ...    7932064.0   \n",
       " 34  20-28k·13薪  20220928174530  ...     803274.0   \n",
       " 35        薪资面议  20200728103437  ...    6629285.0   \n",
       " 36  15-30k·13薪  20200921191755  ...    8307104.0   \n",
       " 37        薪资面议  20210615114605  ...    6629285.0   \n",
       " 38      25-40k  20230511103714  ...          NaN   \n",
       " 39    5-7k·13薪  20230504135056  ...    9730786.0   \n",
       " \n",
       "                                    comp.link recruiter.chatted  \\\n",
       " 0    https://www.liepin.com/company/9720899/             False   \n",
       " 1    https://www.liepin.com/company/9649909/             False   \n",
       " 2    https://www.liepin.com/company/8112968/             False   \n",
       " 3                                                        False   \n",
       " 4   https://www.liepin.com/company/13315477/             False   \n",
       " 5    https://www.liepin.com/company/8916227/             False   \n",
       " 6    https://www.liepin.com/company/7023768/             False   \n",
       " 7    https://www.liepin.com/company/8112968/             False   \n",
       " 8                                                        False   \n",
       " 9                                                        False   \n",
       " 10  https://www.liepin.com/company/13538001/             False   \n",
       " 11                                                       False   \n",
       " 12    https://www.liepin.com/company/873330/             False   \n",
       " 13   https://www.liepin.com/company/9491766/             False   \n",
       " 14                                                       False   \n",
       " 15   https://www.liepin.com/company/8506529/             False   \n",
       " 16   https://www.liepin.com/company/8275623/             False   \n",
       " 17                                                       False   \n",
       " 18                                                       False   \n",
       " 19   https://www.liepin.com/company/9283329/             False   \n",
       " 20                                                       False   \n",
       " 21   https://www.liepin.com/company/7863327/             False   \n",
       " 22   https://www.liepin.com/company/2664546/             False   \n",
       " 23   https://www.liepin.com/company/7932064/             False   \n",
       " 24  https://www.liepin.com/company/13032765/             False   \n",
       " 25  https://www.liepin.com/company/13032765/             False   \n",
       " 26                                                       False   \n",
       " 27                                                       False   \n",
       " 28                                                       False   \n",
       " 29    https://www.liepin.com/company/873330/             False   \n",
       " 30   https://www.liepin.com/company/9660700/             False   \n",
       " 31   https://www.liepin.com/company/8361671/             False   \n",
       " 32                                                       False   \n",
       " 33   https://www.liepin.com/company/7932064/             False   \n",
       " 34    https://www.liepin.com/company/803274/             False   \n",
       " 35   https://www.liepin.com/company/6629285/             False   \n",
       " 36   https://www.liepin.com/company/8307104/             False   \n",
       " 37   https://www.liepin.com/company/6629285/             False   \n",
       " 38                                                       False   \n",
       " 39   https://www.liepin.com/company/9730786/             False   \n",
       " \n",
       "    recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                      刘女士                          人事经理   \n",
       " 1                      李女士                                 \n",
       " 2                      吴女士                 HR Specialist   \n",
       " 3                      谌女士                          猎头顾问   \n",
       " 4                      樊女士                           HRM   \n",
       " 5                      翁女士  Recruiter-Talent Acquisition   \n",
       " 6                      张先生                        人力资源专员   \n",
       " 7                      吴女士                 HR Specialist   \n",
       " 8                      陈女士                          猎头顾问   \n",
       " 9                      朱女士                          猎头顾问   \n",
       " 10                     戴先生                          招聘经理   \n",
       " 11                     曾女士                          猎头顾问   \n",
       " 12                     冯先生                     Recruiter   \n",
       " 13                     程先生                          招聘专家   \n",
       " 14                     陈女士                          猎头顾问   \n",
       " 15                     王女士                        人力资源专员   \n",
       " 16                     刘先生                    高级医学信息沟通专员   \n",
       " 17                     宋女士                          猎头顾问   \n",
       " 18                     唐女士                          猎头顾问   \n",
       " 19               Keli Tang                          HRBP   \n",
       " 20                     林先生                          猎头顾问   \n",
       " 21                     黎先生                          招聘主管   \n",
       " 22                     张先生                           112   \n",
       " 23                     陈女士                            HR   \n",
       " 24                     陈先生                                 \n",
       " 25                     林女士                    人力资源业务合作伙伴   \n",
       " 26                     孙女士                          猎头顾问   \n",
       " 27                     赵女士                          猎头顾问   \n",
       " 28                     蔡先生                          猎头顾问   \n",
       " 29                     杜先生                          招聘经理   \n",
       " 30                     郑先生                           HRM   \n",
       " 31                     俞女士                            HR   \n",
       " 32                     杨女士                          猎头顾问   \n",
       " 33                     陈女士                                 \n",
       " 34                     唐女士                                 \n",
       " 35                     刘女士                    Consultant   \n",
       " 36                     邱女士                        人力资源管理   \n",
       " 37                     刘女士                    Consultant   \n",
       " 38                     张先生                          猎头顾问   \n",
       " 39                     杜先生                                 \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       " 1   ff2f3f5a9fff3611062c1b1ee9c7454d                    2   \n",
       " 2   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 3   d874c5f87567784901ab80e4a8b96567                    2   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 5   8595d9ba8d1a1a2d801c17c79e240538                    2   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                    2   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 8   14a8accf08a04a521806a0cca0964ad2                    2   \n",
       " 9   c55d8c37c29999932efebeb7f272cb14                    2   \n",
       " 10  8cd623ca6b256b8f27604c803496f761                    2   \n",
       " 11  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 12  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 13  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 14  985c18edc2b4008b04612e645251413c                    2   \n",
       " 15  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 16  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 17  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 18  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 19  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 20  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 21  beff7093463e459a613348042573671f                    2   \n",
       " 22  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 23  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 24  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 25  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 26  9cfdabc8878349689809d03804875792                    2   \n",
       " 27  8a0305395cddc174dfb6df235db455f2                    2   \n",
       " 28  3a5b505a337c783db090656a5246961f                    2   \n",
       " 29  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       " 30  ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       " 31  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 32  b46e176196ab3b129941166e65ebdb6f                    2   \n",
       " 33  767685575712890413dd84912f51618a                    2   \n",
       " 34  9e5b45289ab5581e337193710fe42056                    2   \n",
       " 35  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 36  d458df6acc9507089941166e65ebdb6f                    2   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 38  7c05f20f8a23faaa4383db9bf147ecbd                    2   \n",
       " 39  5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   c5724f323b2da66af8b40e43da5740a5   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 4   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 9   7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 10  76b3c5fa37c28d5b0833ed7f44c37e6d   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 11  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 14  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 15  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 16  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 17  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 18  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 19  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 23  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 25  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 26  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 27  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 28  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 29  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  71e39b9fa38c7913909ac669ef10aa84   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 31  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 32  0fa2d60e2668081853ee69faf212d0bc   600a795d845ac93d96472a1605u.png   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  69bf0604ae10eb243f03c06e2c7db374   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  2b6b0643bf65c612313162312f0bffed   62903e4ce4c190153f6f304c06u.jpg   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  1bb6c055b07f554dbce99e0b13d1f3a4  61bfe8e8d8489c6530a2c4db06u.jpeg   \n",
       " 39  c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3           融资未公开  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6             已上市  \n",
       " 7             NaN  \n",
       " 8           融资未公开  \n",
       " 9           融资未公开  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             D轮  \n",
       " 14          融资未公开  \n",
       " 15            NaN  \n",
       " 16           港股上市  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20          融资未公开  \n",
       " 21         沪深A股上市  \n",
       " 22             其他  \n",
       " 23          融资未公开  \n",
       " 24            NaN  \n",
       " 25            NaN  \n",
       " 26          融资未公开  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29            NaN  \n",
       " 30            NaN  \n",
       " 31            已上市  \n",
       " 32            NaN  \n",
       " 33          融资未公开  \n",
       " 34            已上市  \n",
       " 35            NaN  \n",
       " 36          科创板上市  \n",
       " 37            NaN  \n",
       " 38            已上市  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "81ca366d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>电商产品经理</th>\n",
       "      <td>%7B%22jobId%22%3A%2258002363%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"58002363\",\"jobKind\":\"2\",\"imId\":\"561f...</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td>58002363</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/9720899/</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>False</td>\n",
       "      <td>561ff6e28a2e9cb4aa6795a3148228ff</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>e478580dede58f33b410edb79f6d12d0</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>临床项目经理PM</th>\n",
       "      <td>%7B%22jobId%22%3A%2258486091%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"58486091\",\"jobKind\":\"2\",\"imId\":\"ff2f...</td>\n",
       "      <td>[临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]</td>\n",
       "      <td>58486091</td>\n",
       "      <td>20-28k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/9649909/</td>\n",
       "      <td>制药</td>\n",
       "      <td>False</td>\n",
       "      <td>ff2f3f5a9fff3611062c1b1ee9c7454d</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>c5724f323b2da66af8b40e43da5740a5</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"50965433\",\"jobKind\":\"2\",\"imId\":\"0ce6...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>50965433</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>False</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理/Product Manager</th>\n",
       "      <td>%7B%22jobId%22%3A%2244053277%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"44053277\",\"jobKind\":\"1\",\"imId\":\"d874...</td>\n",
       "      <td>[商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...</td>\n",
       "      <td>44053277</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>False</td>\n",
       "      <td>d874c5f87567784901ab80e4a8b96567</td>\n",
       "      <td>2</td>\n",
       "      <td>谌女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1ddf52f28236620a73d520f2e8bd293b</td>\n",
       "      <td>5cb81b959fae687d43164cca03u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理Product Manager</th>\n",
       "      <td>%7B%22jobId%22%3A%2257679297%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"57679297\",\"jobKind\":\"2\",\"imId\":\"c161...</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>57679297</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>False</td>\n",
       "      <td>c161b9ea744ffb27d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>数字营销PM</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...</td>\n",
       "      <td>{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>23154709</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>False</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏PM</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...</td>\n",
       "      <td>{\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>31935443</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>False</td>\n",
       "      <td>d458df6acc9507089941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>邱女士</td>\n",
       "      <td>人力资源管理</td>\n",
       "      <td>2b6b0643bf65c612313162312f0bffed</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>活动PM</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...</td>\n",
       "      <td>{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>25415919</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>False</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>软件产品经理</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...</td>\n",
       "      <td>{\"userId\":\"1bb6c055b07f554dbce99e0b13d1f3a4\",\"...</td>\n",
       "      <td>[K12教育, 教育行业, 海外产品, 数据产品, 工具产品]</td>\n",
       "      <td>45486777</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>1</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>False</td>\n",
       "      <td>7c05f20f8a23faaa4383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>张先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1bb6c055b07f554dbce99e0b13d1f3a4</td>\n",
       "      <td>61bfe8e8d8489c6530a2c4db06u.jpeg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理助理</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...</td>\n",
       "      <td>{\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"...</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>57816811</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>False</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>杜先生</td>\n",
       "      <td></td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      dataInfo  \\\n",
       "job.title                                                                        \n",
       "电商产品经理                       %7B%22jobId%22%3A%2258002363%22%2C%22jobKind%2...   \n",
       "临床项目经理PM                     %7B%22jobId%22%3A%2258486091%22%2C%22jobKind%2...   \n",
       "产品经理（化妆品原料）/Product Manager  %7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...   \n",
       "产品经理/Product Manager         %7B%22jobId%22%3A%2244053277%22%2C%22jobKind%2...   \n",
       "产品经理Product Manager          %7B%22jobId%22%3A%2257679297%22%2C%22jobKind%2...   \n",
       "...                                                                        ...   \n",
       "数字营销PM                       %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       "游戏PM                         %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       "活动PM                         %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       "软件产品经理                       %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       "产品经理助理                       %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       "\n",
       "                                                                    dataParams  \\\n",
       "job.title                                                                        \n",
       "电商产品经理                       {\"jobId\":\"58002363\",\"jobKind\":\"2\",\"imId\":\"561f...   \n",
       "临床项目经理PM                     {\"jobId\":\"58486091\",\"jobKind\":\"2\",\"imId\":\"ff2f...   \n",
       "产品经理（化妆品原料）/Product Manager  {\"jobId\":\"50965433\",\"jobKind\":\"2\",\"imId\":\"0ce6...   \n",
       "产品经理/Product Manager         {\"jobId\":\"44053277\",\"jobKind\":\"1\",\"imId\":\"d874...   \n",
       "产品经理Product Manager          {\"jobId\":\"57679297\",\"jobKind\":\"2\",\"imId\":\"c161...   \n",
       "...                                                                        ...   \n",
       "数字营销PM                       {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       "游戏PM                         {\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...   \n",
       "活动PM                         {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       "软件产品经理                       {\"userId\":\"1bb6c055b07f554dbce99e0b13d1f3a4\",\"...   \n",
       "产品经理助理                       {\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"...   \n",
       "\n",
       "                                                                    job.labels  \\\n",
       "job.title                                                                        \n",
       "电商产品经理                                                      [产品开发, 产品规划, 产品运营]   \n",
       "临床项目经理PM                           [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]   \n",
       "产品经理（化妆品原料）/Product Manager  [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "产品经理/Product Manager         [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...   \n",
       "产品经理Product Manager               [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]   \n",
       "...                                                                        ...   \n",
       "数字营销PM                                                                      []   \n",
       "游戏PM                                                                    [数据分析]   \n",
       "活动PM                                                                    [增长产品]   \n",
       "软件产品经理                                         [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]   \n",
       "产品经理助理                                                           [供应链产品, 数据分析]   \n",
       "\n",
       "                            job.jobId  job.salary  job.dq job.jobKind  \\\n",
       "job.title                                                               \n",
       "电商产品经理                       58002363  10-15k·13薪  广州-越秀区           2   \n",
       "临床项目经理PM                     58486091  20-28k·14薪  广州-海珠区           2   \n",
       "产品经理（化妆品原料）/Product Manager  50965433        薪资面议  广州-天河区           2   \n",
       "产品经理/Product Manager         44053277      20-30k      广州           1   \n",
       "产品经理Product Manager          57679297      20-25k  广州-番禺区           2   \n",
       "...                               ...         ...     ...         ...   \n",
       "数字营销PM                       23154709        薪资面议  广州-天河区           2   \n",
       "游戏PM                         31935443  15-30k·13薪  广州-海珠区           2   \n",
       "活动PM                         25415919        薪资面议      广州           2   \n",
       "软件产品经理                       45486777      25-40k  广州-黄埔区           1   \n",
       "产品经理助理                       57816811    5-7k·13薪  广州-番禺区           2   \n",
       "\n",
       "                            job.requireWorkYears job.requireEduLevel  \\\n",
       "job.title                                                              \n",
       "电商产品经理                                      1-3年                  大专   \n",
       "临床项目经理PM                                    3-5年                  本科   \n",
       "产品经理（化妆品原料）/Product Manager                 3-5年                  硕士   \n",
       "产品经理/Product Manager                       5-10年                统招本科   \n",
       "产品经理Product Manager                         3-5年                  本科   \n",
       "...                                          ...                 ...   \n",
       "数字营销PM                                     5-10年                  本科   \n",
       "游戏PM                                        3-5年                  本科   \n",
       "活动PM                                        3-5年                统招本科   \n",
       "软件产品经理                                     5-10年                统招本科   \n",
       "产品经理助理                                      1-3年                  大专   \n",
       "\n",
       "                             job.advViewFlag  ...  \\\n",
       "job.title                                     ...   \n",
       "电商产品经理                                  True  ...   \n",
       "临床项目经理PM                                True  ...   \n",
       "产品经理（化妆品原料）/Product Manager            False  ...   \n",
       "产品经理/Product Manager                   False  ...   \n",
       "产品经理Product Manager                    False  ...   \n",
       "...                                      ...  ...   \n",
       "数字营销PM                                 False  ...   \n",
       "游戏PM                                   False  ...   \n",
       "活动PM                                   False  ...   \n",
       "软件产品经理                                 False  ...   \n",
       "产品经理助理                                 False  ...   \n",
       "\n",
       "                                                            comp.link  \\\n",
       "job.title                                                               \n",
       "电商产品经理                        https://www.liepin.com/company/9720899/   \n",
       "临床项目经理PM                      https://www.liepin.com/company/9649909/   \n",
       "产品经理（化妆品原料）/Product Manager   https://www.liepin.com/company/8112968/   \n",
       "产品经理/Product Manager                                                    \n",
       "产品经理Product Manager          https://www.liepin.com/company/13315477/   \n",
       "...                                                               ...   \n",
       "数字营销PM                        https://www.liepin.com/company/6629285/   \n",
       "游戏PM                          https://www.liepin.com/company/8307104/   \n",
       "活动PM                          https://www.liepin.com/company/6629285/   \n",
       "软件产品经理                                                                  \n",
       "产品经理助理                        https://www.liepin.com/company/9730786/   \n",
       "\n",
       "                            comp.compIndustry recruiter.chatted  \\\n",
       "job.title                                                         \n",
       "电商产品经理                                  批发/零售             False   \n",
       "临床项目经理PM                                   制药             False   \n",
       "产品经理（化妆品原料）/Product Manager            贸易/进出口             False   \n",
       "产品经理/Product Manager                    机械/设备             False   \n",
       "产品经理Product Manager                      IT服务             False   \n",
       "...                                       ...               ...   \n",
       "数字营销PM                                   IT服务             False   \n",
       "游戏PM                                       游戏             False   \n",
       "活动PM                                     IT服务             False   \n",
       "软件产品经理                                  计算机软件             False   \n",
       "产品经理助理                            电子/半导体/集成电路             False   \n",
       "\n",
       "                                               recruiter.imId  \\\n",
       "job.title                                                       \n",
       "电商产品经理                       561ff6e28a2e9cb4aa6795a3148228ff   \n",
       "临床项目经理PM                     ff2f3f5a9fff3611062c1b1ee9c7454d   \n",
       "产品经理（化妆品原料）/Product Manager  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "产品经理/Product Manager         d874c5f87567784901ab80e4a8b96567   \n",
       "产品经理Product Manager          c161b9ea744ffb27d0e00b26797bdaff   \n",
       "...                                                       ...   \n",
       "数字营销PM                       b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "游戏PM                         d458df6acc9507089941166e65ebdb6f   \n",
       "活动PM                         b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "软件产品经理                       7c05f20f8a23faaa4383db9bf147ecbd   \n",
       "产品经理助理                       5fdfb4259befbf07160bef405ccde8ba   \n",
       "\n",
       "                            recruiter.imUserType recruiter.recruiterName  \\\n",
       "job.title                                                                  \n",
       "电商产品经理                                         2                     刘女士   \n",
       "临床项目经理PM                                       2                     李女士   \n",
       "产品经理（化妆品原料）/Product Manager                    2                     吴女士   \n",
       "产品经理/Product Manager                           2                     谌女士   \n",
       "产品经理Product Manager                            2                     樊女士   \n",
       "...                                          ...                     ...   \n",
       "数字营销PM                                         2                     刘女士   \n",
       "游戏PM                                           2                     邱女士   \n",
       "活动PM                                           2                     刘女士   \n",
       "软件产品经理                                         2                     张先生   \n",
       "产品经理助理                                         2                     杜先生   \n",
       "\n",
       "                            recruiter.recruiterTitle  \\\n",
       "job.title                                              \n",
       "电商产品经理                                          人事经理   \n",
       "临床项目经理PM                                               \n",
       "产品经理（化妆品原料）/Product Manager            HR Specialist   \n",
       "产品经理/Product Manager                            猎头顾问   \n",
       "产品经理Product Manager                              HRM   \n",
       "...                                              ...   \n",
       "数字营销PM                                    Consultant   \n",
       "游戏PM                                          人力资源管理   \n",
       "活动PM                                      Consultant   \n",
       "软件产品经理                                          猎头顾问   \n",
       "产品经理助理                                                 \n",
       "\n",
       "                                        recruiter.recruiterId  \\\n",
       "job.title                                                       \n",
       "电商产品经理                       e478580dede58f33b410edb79f6d12d0   \n",
       "临床项目经理PM                     c5724f323b2da66af8b40e43da5740a5   \n",
       "产品经理（化妆品原料）/Product Manager  14799e1bef289c70aa9b550257de7ea8   \n",
       "产品经理/Product Manager         1ddf52f28236620a73d520f2e8bd293b   \n",
       "产品经理Product Manager          74207202b9a1882cbe061eb681f898fc   \n",
       "...                                                       ...   \n",
       "数字营销PM                       e8c70da123d6c7e1efcb8675c412f368   \n",
       "游戏PM                         2b6b0643bf65c612313162312f0bffed   \n",
       "活动PM                         e8c70da123d6c7e1efcb8675c412f368   \n",
       "软件产品经理                       1bb6c055b07f554dbce99e0b13d1f3a4   \n",
       "产品经理助理                       c8d145acb0a3162c59941f318d428c38   \n",
       "\n",
       "                                     recruiter.recruiterPhoto comp.compStage  \n",
       "job.title                                                                     \n",
       "电商产品经理                        5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       "临床项目经理PM                      5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       "产品经理（化妆品原料）/Product Manager   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       "产品经理/Product Manager          5cb81b959fae687d43164cca03u.jpg          融资未公开  \n",
       "产品经理Product Manager           5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       "...                                                       ...            ...  \n",
       "数字营销PM                        5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       "游戏PM                          62903e4ce4c190153f6f304c06u.jpg          科创板上市  \n",
       "活动PM                          5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       "软件产品经理                       61bfe8e8d8489c6530a2c4db06u.jpeg            已上市  \n",
       "产品经理助理                        5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       "\n",
       "[400 rows x 30 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4dd29ebc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'job.labels', 'job.jobId', 'job.salary',\n",
       "       'job.dq', 'job.jobKind', 'job.requireWorkYears', 'job.requireEduLevel',\n",
       "       'job.advViewFlag', 'job.refreshTime', 'job.pcOuterLink',\n",
       "       'job.h5OuterLink', 'job.topJob', 'job.link', 'job.dataPromId',\n",
       "       'comp.compScale', 'comp.compId', 'comp.compLogo', 'comp.compName',\n",
       "       'comp.link', 'comp.compIndustry', 'recruiter.chatted', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.recruiterId',\n",
       "       'recruiter.recruiterPhoto', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6d02c862",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 400 entries, 电商产品经理 to 产品经理助理\n",
      "Data columns (total 30 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   dataInfo                  400 non-null    object \n",
      " 1   dataParams                400 non-null    object \n",
      " 2   job.labels                400 non-null    object \n",
      " 3   job.jobId                 400 non-null    object \n",
      " 4   job.salary                400 non-null    object \n",
      " 5   job.dq                    400 non-null    object \n",
      " 6   job.jobKind               400 non-null    object \n",
      " 7   job.requireWorkYears      400 non-null    object \n",
      " 8   job.requireEduLevel       400 non-null    object \n",
      " 9   job.advViewFlag           400 non-null    bool   \n",
      " 10  job.refreshTime           400 non-null    object \n",
      " 11  job.pcOuterLink           270 non-null    object \n",
      " 12  job.h5OuterLink           270 non-null    object \n",
      " 13  job.topJob                400 non-null    bool   \n",
      " 14  job.link                  400 non-null    object \n",
      " 15  job.dataPromId            400 non-null    object \n",
      " 16  comp.compScale            400 non-null    object \n",
      " 17  comp.compId               270 non-null    float64\n",
      " 18  comp.compLogo             400 non-null    object \n",
      " 19  comp.compName             400 non-null    object \n",
      " 20  comp.link                 400 non-null    object \n",
      " 21  comp.compIndustry         400 non-null    object \n",
      " 22  recruiter.chatted         400 non-null    bool   \n",
      " 23  recruiter.imId            400 non-null    object \n",
      " 24  recruiter.imUserType      400 non-null    object \n",
      " 25  recruiter.recruiterName   400 non-null    object \n",
      " 26  recruiter.recruiterTitle  400 non-null    object \n",
      " 27  recruiter.recruiterId     400 non-null    object \n",
      " 28  recruiter.recruiterPhoto  400 non-null    object \n",
      " 29  comp.compStage            190 non-null    object \n",
      "dtypes: bool(3), float64(1), object(26)\n",
      "memory usage: 88.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df_产品经理.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6edeefbb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>广州愚记贸易有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>临床项目经理PM</td>\n",
       "      <td>[临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]</td>\n",
       "      <td>20-28k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>制药</td>\n",
       "      <td>恒瑞医药-江苏科信医药销售有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理/Product Manager</td>\n",
       "      <td>[商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>游戏PM</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>游戏</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>活动PM</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>[K12教育, 教育行业, 海外产品, 数据产品, 工具产品]</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       job.title  \\\n",
       "0                         电商产品经理   \n",
       "1                       临床项目经理PM   \n",
       "2    产品经理（化妆品原料）/Product Manager   \n",
       "3           产品经理/Product Manager   \n",
       "4            产品经理Product Manager   \n",
       "..                           ...   \n",
       "395                       数字营销PM   \n",
       "396                         游戏PM   \n",
       "397                         活动PM   \n",
       "398                       软件产品经理   \n",
       "399                       产品经理助理   \n",
       "\n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       "0                                   [产品开发, 产品规划, 产品运营]  10-15k·13薪  广州-越秀区   \n",
       "1          [临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]  20-28k·14薪  广州-海珠区   \n",
       "2    [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "3    [商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, ...      20-30k      广州   \n",
       "4         [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]      20-25k  广州-番禺区   \n",
       "..                                                 ...         ...     ...   \n",
       "395                                                 []        薪资面议  广州-天河区   \n",
       "396                                             [数据分析]  15-30k·13薪  广州-海珠区   \n",
       "397                                             [增长产品]        薪资面议      广州   \n",
       "398                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]      25-40k  广州-黄埔区   \n",
       "399                                      [供应链产品, 数据分析]    5-7k·13薪  广州-番禺区   \n",
       "\n",
       "    job.requireEduLevel job.requireWorkYears comp.compIndustry  \\\n",
       "0                    大专                 1-3年             批发/零售   \n",
       "1                    本科                 3-5年                制药   \n",
       "2                    硕士                 3-5年            贸易/进出口   \n",
       "3                  统招本科                5-10年             机械/设备   \n",
       "4                    本科                 3-5年              IT服务   \n",
       "..                  ...                  ...               ...   \n",
       "395                  本科                5-10年              IT服务   \n",
       "396                  本科                 3-5年                游戏   \n",
       "397                统招本科                 3-5年              IT服务   \n",
       "398                统招本科                5-10年             计算机软件   \n",
       "399                  大专                 1-3年       电子/半导体/集成电路   \n",
       "\n",
       "         comp.compName comp.compScale  \n",
       "0           广州愚记贸易有限公司         50-99人  \n",
       "1    恒瑞医药-江苏科信医药销售有限公司       10000人以上  \n",
       "2                 仙婷集团         50-99人  \n",
       "3         某广州大型机械/设备公司       500-999人  \n",
       "4       广州市新目标电子商务有限公司       100-499人  \n",
       "..                 ...            ...  \n",
       "395          恩梯梯数据(中国)     2000-5000人  \n",
       "396       英雄互娱科技股份有限公司     1000-2000人  \n",
       "397          恩梯梯数据(中国)     2000-5000人  \n",
       "398       某广州计算机软件上市公司    5000-10000人  \n",
       "399               京邦集团       100-499人  \n",
       "\n",
       "[400 rows x 9 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e852e278",
   "metadata": {},
   "source": [
    "# 简单数据分析 zw分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c3a689c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                            50\n",
       "eWMS Product Manager                            20\n",
       "软件产品经理                                          10\n",
       "活动PM                                            10\n",
       "游戏PM                                            10\n",
       "数字营销PM                                          10\n",
       "项目发行PM（二次元） (MJ000855)                          10\n",
       "微生物检测产品经理（制药或食品行业方向）                            10\n",
       "CRM实施顾问&项目经理PM(J12971)                          10\n",
       "硬件产品经理                                          10\n",
       "产品策划经理                                          10\n",
       " Product Manager                                10\n",
       "产品经理-产品企划(J13606)                               10\n",
       "产品经理-产品企划（鞋类）(J13091)                           10\n",
       "产品经理（工业消洗产品）                                    10\n",
       "数码产品经理                                          10\n",
       "产品经理（企业数字化转型）                                   10\n",
       "电商产品经理                                          10\n",
       "Assistant Product Manager / Product Manager     10\n",
       "临床项目经理PM                                        10\n",
       "医药产品经理                                          10\n",
       "Automation Product Manager                      10\n",
       "产品销售经理-广州                                       10\n",
       "自动驾驶（硬件）产品经理                                    10\n",
       "eWMS产品经理                                        10\n",
       "AI应用产品经理/港资企业正编/双休WLB                           10\n",
       "高级产品PM                                          10\n",
       "化妆品原料产品经理                                       10\n",
       "助理产品经理（化妆品原料）/APM                               10\n",
       "神外产品销售经理 Product Sales Manager                  10\n",
       "Product Sales Manager MR 产品销售经理 广州              10\n",
       "产品经理Product Manager                             10\n",
       "产品经理/Product Manager                            10\n",
       "产品经理（化妆品原料）/Product Manager                     10\n",
       "产品经理助理                                          10\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9676d725",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]                                                                      90\n",
       "[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用户研究]                      20\n",
       "[产品开发, 产品规划, 产品运营]                                                      10\n",
       "[to C]                                                                  10\n",
       "[K12教育, 教育行业, 海外产品, 数据产品, 工具产品]                                         10\n",
       "[增长产品]                                                                  10\n",
       "[数据分析]                                                                  10\n",
       "[产品优化, 二次元在研, 项目管理]                                                     10\n",
       "[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]                                           10\n",
       "[CRM软件, 信息化项目, 软件行业, 售前支持, IT/互联网/软件, 咨询项目, 服务业, 批发/零售, 化工行业, CRM系统]    10\n",
       "[品牌策划]                                                                  10\n",
       "[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]                                   10\n",
       "[供应链产品, 风控产品, 工具产品, 中台产品, 安全产品, 平台产品, 电商产品, 政府机构, 信息安全, 批发/零售]          10\n",
       "[市场营销, 产品管理, 产品开发]                                                      10\n",
       "[商品管理, 产品企划, 商品运营]                                                      10\n",
       "[数据产品, 策略产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据分析, 产品设计, 数据挖掘]           10\n",
       "[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增长, 新零售]                   10\n",
       "[临床项目管理, 药物, 临床试验, 药物分析, 制药企业, 科研院校, GCP认证]                             10\n",
       "[化妆品, 消费品, 产品开发]                                                        10\n",
       "[泌尿外科]                                                                  10\n",
       "[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产品规划, 交互设计]                10\n",
       "[to C, 消费品, 电子商务]                                                       10\n",
       "[web端产品]                                                                10\n",
       "[IT互联网, to C, 移动端产品, 产品规划]                                              10\n",
       "[化妆品, to B]                                                             10\n",
       "[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, 活性物, 护肤品]                 10\n",
       "[神外, 医生]                                                                10\n",
       "[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]                            10\n",
       "[商业产品, 定价/竞价产品, 策略产品, 制造业, 房地产行业, 家电行业, 产品设计, 产品规划, 团队管理, 用户研究]         10\n",
       "[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, to B, 大客户, 无销售性质]          10\n",
       "[供应链产品, 数据分析]                                                           10\n",
       "Name: job.labels, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.labels'].value_counts() #数量"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "357fa3a2",
   "metadata": {},
   "source": [
    "## 工资分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d68f83e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "薪资面议          70\n",
       "20-30k        30\n",
       "15-25k        20\n",
       "10-15k·13薪    10\n",
       "18-40k·14薪    10\n",
       "25-40k        10\n",
       "15-30k·13薪    10\n",
       "20-28k·13薪    10\n",
       "15-20k·20薪    10\n",
       "15-30k·15薪    10\n",
       "11-22k        10\n",
       "25-30k        10\n",
       "14-28k·16薪    10\n",
       "12-30k        10\n",
       "6-10k         10\n",
       "20-40k·15薪    10\n",
       "18-30k·13薪    10\n",
       "30-50k·14薪    10\n",
       "20-28k·14薪    10\n",
       "25-30k·14薪    10\n",
       "20-40k·13薪    10\n",
       "20-40k·16薪    10\n",
       "25-50k·15薪    10\n",
       "20-40k·14薪    10\n",
       "15-24k·13薪    10\n",
       "20-35k        10\n",
       "25-29k        10\n",
       "30-45k·14薪    10\n",
       "12-15k·15薪    10\n",
       "20-25k        10\n",
       "5-7k·13薪      10\n",
       "Name: job.salary, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.salary'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "238cc8d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科       160\n",
       "统招本科     110\n",
       "硕士        50\n",
       "本科及以上     30\n",
       "大专        20\n",
       "学历不限      20\n",
       "硕士及以上     10\n",
       "Name: job.requireEduLevel, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.requireEduLevel'].value_counts() #学历"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "79ab63a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-5年     150\n",
       "5-10年    150\n",
       "1-3年      60\n",
       "经验不限      30\n",
       "10年以上     10\n",
       "Name: job.requireWorkYears, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.requireWorkYears'].value_counts() #工作年限要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8b1bc666",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        130\n",
       "广州-天河区    120\n",
       "广州-越秀区     50\n",
       "广州-海珠区     30\n",
       "广州-番禺区     30\n",
       "广州-白云区     20\n",
       "广州-黄埔区     20\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.dq'].value_counts() #地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "86ba3cb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"29739e442b8c4be5b82d2309920d1d79\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_29739e442b8c4be5b82d2309920d1d79 = echarts.init(\n",
       "                    document.getElementById('29739e442b8c4be5b82d2309920d1d79'), 'white', {renderer: 'canvas'});\n",
       "                var option_29739e442b8c4be5b82d2309920d1d79 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
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       "                    \"value\": 130\n",
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       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 120\n",
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       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 50\n",
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       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 20\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"55%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"outside\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
       "                \"backgroundColor\": \"#eee\",\n",
       "                \"borderColor\": \"#aaa\",\n",
       "                \"borderWidth\": 1,\n",
       "                \"borderRadius\": 4,\n",
       "                \"rich\": {\n",
       "                    \"a\": {\n",
       "                        \"color\": \"#999\",\n",
       "                        \"lineHeight\": 22,\n",
       "                        \"align\": \"center\"\n",
       "                    },\n",
       "                    \"abg\": {\n",
       "                        \"backgroundColor\": \"#e3e3e3\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"align\": \"right\",\n",
       "                        \"height\": 22,\n",
       "                        \"borderRadius\": [\n",
       "                            4,\n",
       "                            4,\n",
       "                            0,\n",
       "                            0\n",
       "                        ]\n",
       "                    },\n",
       "                    \"hr\": {\n",
       "                        \"borderColor\": \"#aaa\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"borderWidth\": 0.5,\n",
       "                        \"height\": 0\n",
       "                    },\n",
       "                    \"b\": {\n",
       "                        \"fontSize\": 16,\n",
       "                        \"lineHeight\": 33\n",
       "                    },\n",
       "                    \"per\": {\n",
       "                        \"color\": \"#eee\",\n",
       "                        \"backgroundColor\": \"#334455\",\n",
       "                        \"padding\": [\n",
       "                            2,\n",
       "                            4\n",
       "                        ],\n",
       "                        \"borderRadius\": 2\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5e7f\\u5dde\",\n",
       "                \"\\u5e7f\\u5dde-\\u5929\\u6cb3\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u8d8a\\u79c0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u6d77\\u73e0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u756a\\u79ba\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u767d\\u4e91\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"GZ\\u5206\\u5e03\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_29739e442b8c4be5b82d2309920d1d79.setOption(option_29739e442b8c4be5b82d2309920d1d79);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x210c11456d0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(df_产品经理_分析['job.dq'].value_counts().index.tolist(), df_产品经理_分析['job.dq'].value_counts().values.tolist())],\n",
    "        radius=[\"40%\", \"55%\"],\n",
    "        label_opts=opts.LabelOpts(\n",
    "            position=\"outside\",\n",
    "            formatter=\"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
    "            background_color=\"#eee\",\n",
    "            border_color=\"#aaa\",\n",
    "            border_width=1,\n",
    "            border_radius=4,\n",
    "            rich={\n",
    "                \"a\": {\"color\": \"#999\", \"lineHeight\": 22, \"align\": \"center\"},\n",
    "                \"abg\": {\n",
    "                    \"backgroundColor\": \"#e3e3e3\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"align\": \"right\",\n",
    "                    \"height\": 22,\n",
    "                    \"borderRadius\": [4, 4, 0, 0],\n",
    "                },\n",
    "                \"hr\": {\n",
    "                    \"borderColor\": \"#aaa\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"borderWidth\": 0.5,\n",
    "                    \"height\": 0,\n",
    "                },\n",
    "                \"b\": {\"fontSize\": 16, \"lineHeight\": 33},\n",
    "                \"per\": {\n",
    "                    \"color\": \"#eee\",\n",
    "                    \"backgroundColor\": \"#334455\",\n",
    "                    \"padding\": [2, 4],\n",
    "                    \"borderRadius\": 2,\n",
    "                },\n",
    "            },\n",
    "        ),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"GZ分布\"))\n",
    "\n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3dc36ccf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "IT服务           60\n",
       "制药             50\n",
       "贸易/进出口         40\n",
       "日化             40\n",
       "医疗器械           30\n",
       "游戏             20\n",
       "互联网            20\n",
       "食品/饮料/酒水       20\n",
       "服装/纺织/皮革       20\n",
       "计算机软件          20\n",
       "批发/零售          10\n",
       "通信设备           10\n",
       "人工智能           10\n",
       "专业技术服务         10\n",
       "电气机械/器材        10\n",
       "人力资源服务         10\n",
       "机械/设备          10\n",
       "电子/半导体/集成电路    10\n",
       "Name: comp.compIndustry, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compIndustry'].value_counts() #行业"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ca6a1ae7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州宝洁有限公司                   20\n",
       "仙婷集团                       20\n",
       "恩梯梯数据(中国)                  20\n",
       "广东环凯微生物科技有限公司              20\n",
       "某知名公司                      20\n",
       "斯凯奇中国                      20\n",
       "某广州IT服务公司                  20\n",
       "广州愚记贸易有限公司                 10\n",
       "润建股份                       10\n",
       "汇丰软件                       10\n",
       "某国内大型快消品公司                 10\n",
       "嫚熙控股(广州)有限公司               10\n",
       "即能科技(广州)有限公司               10\n",
       "上海汉得信息技术股份有限公司             10\n",
       "广州百田                       10\n",
       "英雄互娱科技股份有限公司               10\n",
       "某广州计算机软件上市公司               10\n",
       "某广州大型食品/饮料/酒水公司            10\n",
       "某国内大型日化公司                  10\n",
       "某广州电气机械/器材公司               10\n",
       "恒瑞医药-江苏科信医药销售有限公司          10\n",
       "康方生物                       10\n",
       "丹纳赫                        10\n",
       "某上海大型医疗器械公司                10\n",
       "文远知行WeRide                 10\n",
       "某国内大型食品/饮料/日化公司            10\n",
       "北京外企德科人力资源服务深圳有限公司广州分公司    10\n",
       "某广州贸易进出口公司                 10\n",
       "复星医药集团                     10\n",
       "西门子医疗系统                    10\n",
       "广州市新目标电子商务有限公司             10\n",
       "某广州大型机械/设备公司               10\n",
       "京邦集团                       10\n",
       "Name: comp.compName, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compName'].value_counts() #公司名"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e0437ea0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-499人       90\n",
       "2000-5000人     90\n",
       "10000人以上       70\n",
       "50-99人         50\n",
       "5000-10000人    40\n",
       "500-999人       20\n",
       "1-49人          20\n",
       "1000-2000人     20\n",
       "Name: comp.compScale, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compScale'].value_counts() #规模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "17a63ee1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[90, 90, 70, 50, 40, 20, 20, 20]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compScale'].value_counts().values.tolist() #公司规模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "2357db5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"25d0bbc1a3094b97b924e442e65566b8\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_25d0bbc1a3094b97b924e442e65566b8 = echarts.init(\n",
       "                    document.getElementById('25d0bbc1a3094b97b924e442e65566b8'), 'white', {renderer: 'canvas'});\n",
       "                var option_25d0bbc1a3094b97b924e442e65566b8 = {\n",
       "    \"backgroundColor\": \"#2c343c\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u8bbf\\u95ee\\u6765\\u6e90-\\u730e\\u8058\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"500-999\\u4eba\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1-49\\u4eba\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1000-2000\\u4eba\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"5000-10000\\u4eba\",\n",
       "                    \"value\": 40\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"50-99\\u4eba\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                    \"value\": 70\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"100-499\\u4eba\",\n",
       "                    \"value\": 90\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"2000-5000\\u4eba\",\n",
       "                    \"value\": 90\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"500-999\\u4eba\",\n",
       "                \"1-49\\u4eba\",\n",
       "                \"1000-2000\\u4eba\",\n",
       "                \"5000-10000\\u4eba\",\n",
       "                \"50-99\\u4eba\",\n",
       "                \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                \"100-499\\u4eba\",\n",
       "                \"2000-5000\\u4eba\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5e7f\\u5dde\\u5e02-\\u4ea7\\u54c1\\u7ecf\\u7406\\u730e\\u8058\\u6570\\u636e\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_25d0bbc1a3094b97b924e442e65566b8.setOption(option_25d0bbc1a3094b97b924e442e65566b8);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x210c1480b80>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\"\"\"\n",
    "Gallery 使用 pyecharts 1.1.0\n",
    "参考地址: https://echarts.apache.org/examples/editor.html?c=pie-doughnut\n",
    "\n",
    "目前无法实现的功能:\n",
    "\n",
    "1、迷之颜色映射的问题\n",
    "\"\"\"\n",
    "\n",
    "x_data = df_产品经理_分析['comp.compScale'].value_counts().index.tolist()\n",
    "y_data = df_产品经理_分析['comp.compScale'].value_counts().values.tolist()\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "c = (\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源-猎聘\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"广州市-产品经理猎聘数据\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "551ff3e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <th>25-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AI应用产品经理/港资企业正编/双休WLB</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Assistant Product Manager / Product Manager</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Automation Product Manager</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRM实施顾问&amp;项目经理PM(J12971)</th>\n",
       "      <th>11-22k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Sales Manager MR 产品销售经理 广州</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">eWMS Product Manager</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eWMS产品经理</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>临床项目经理PM</th>\n",
       "      <th>20-28k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品策划经理</th>\n",
       "      <th>15-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">产品经理</th>\n",
       "      <th>15-30k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20-30k</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25-29k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-产品企划(J13606)</th>\n",
       "      <th>15-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-产品企划（鞋类）(J13091)</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理/Product Manager</th>\n",
       "      <th>20-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理Product Manager</th>\n",
       "      <th>20-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理助理</th>\n",
       "      <th>5-7k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（企业数字化转型）</th>\n",
       "      <th>6-10k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（工业消洗产品）</th>\n",
       "      <th>12-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品销售经理-广州</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>助理产品经理（化妆品原料）/APM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>化妆品原料产品经理</th>\n",
       "      <th>30-45k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医药产品经理</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微生物检测产品经理（制药或食品行业方向）</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>数字营销PM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>数码产品经理</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>活动PM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏PM</th>\n",
       "      <th>15-30k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电商产品经理</th>\n",
       "      <th>10-15k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硬件产品经理</th>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>神外产品销售经理 Product Sales Manager</th>\n",
       "      <th>12-15k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶（硬件）产品经理</th>\n",
       "      <th>25-50k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>软件产品经理</th>\n",
       "      <th>25-40k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>项目发行PM（二次元） (MJ000855)</th>\n",
       "      <th>20-28k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>高级产品PM</th>\n",
       "      <th>20-35k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                         职位数量\n",
       "job.title                                    job.salary      \n",
       " Product Manager                             25-30k        10\n",
       "AI应用产品经理/港资企业正编/双休WLB                        15-24k·13薪    10\n",
       "Assistant Product Manager / Product Manager  18-30k·13薪    10\n",
       "Automation Product Manager                   20-40k·13薪    10\n",
       "CRM实施顾问&项目经理PM(J12971)                       11-22k        10\n",
       "Product Sales Manager MR 产品销售经理 广州           薪资面议          10\n",
       "eWMS Product Manager                         20-40k·15薪    10\n",
       "                                             薪资面议          10\n",
       "eWMS产品经理                                     20-40k·14薪    10\n",
       "临床项目经理PM                                     20-28k·14薪    10\n",
       "产品策划经理                                       15-25k        10\n",
       "产品经理                                         15-30k·15薪    10\n",
       "                                             18-40k·14薪    10\n",
       "                                             20-30k        20\n",
       "                                             25-29k        10\n",
       "产品经理-产品企划(J13606)                            15-25k        10\n",
       "产品经理-产品企划（鞋类）(J13091)                        14-28k·16薪    10\n",
       "产品经理/Product Manager                         20-30k        10\n",
       "产品经理Product Manager                          20-25k        10\n",
       "产品经理助理                                       5-7k·13薪      10\n",
       "产品经理（企业数字化转型）                                6-10k         10\n",
       "产品经理（化妆品原料）/Product Manager                  薪资面议          10\n",
       "产品经理（工业消洗产品）                                 12-30k        10\n",
       "产品销售经理-广州                                    20-40k·16薪    10\n",
       "助理产品经理（化妆品原料）/APM                            薪资面议          10\n",
       "化妆品原料产品经理                                    30-45k·14薪    10\n",
       "医药产品经理                                       25-30k·14薪    10\n",
       "微生物检测产品经理（制药或食品行业方向）                         15-20k·20薪    10\n",
       "数字营销PM                                       薪资面议          10\n",
       "数码产品经理                                       薪资面议          10\n",
       "活动PM                                         薪资面议          10\n",
       "游戏PM                                         15-30k·13薪    10\n",
       "电商产品经理                                       10-15k·13薪    10\n",
       "硬件产品经理                                       30-50k·14薪    10\n",
       "神外产品销售经理 Product Sales Manager               12-15k·15薪    10\n",
       "自动驾驶（硬件）产品经理                                 25-50k·15薪    10\n",
       "软件产品经理                                       25-40k        10\n",
       "项目发行PM（二次元） (MJ000855)                       20-28k·13薪    10\n",
       "高级产品PM                                       20-35k        10"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析.groupby(['job.title','job.salary']).agg(职位数量 = ('job.title','count'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "45b101d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>上海汉得信息技术股份有限公司</th>\n",
       "      <th>CRM实施顾问&amp;项目经理PM(J12971)</th>\n",
       "      <th>11-22k</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>丹纳赫</th>\n",
       "      <th>Automation Product Manager</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>京邦集团</th>\n",
       "      <th>产品经理助理</th>\n",
       "      <th>5-7k·13薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">仙婷集团</th>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>助理产品经理（化妆品原料）/APM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北京外企德科人力资源服务深圳有限公司广州分公司</th>\n",
       "      <th>高级产品PM</th>\n",
       "      <th>20-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>复星医药集团</th>\n",
       "      <th>神外产品销售经理 Product Sales Manager</th>\n",
       "      <th>12-15k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>嫚熙控股(广州)有限公司</th>\n",
       "      <th>产品策划经理</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广东环凯微生物科技有限公司</th>\n",
       "      <th>产品经理（工业消洗产品）</th>\n",
       "      <th>12-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微生物检测产品经理（制药或食品行业方向）</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州宝洁有限公司</th>\n",
       "      <th>eWMS Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eWMS产品经理</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市新目标电子商务有限公司</th>\n",
       "      <th>产品经理Product Manager</th>\n",
       "      <th>20-25k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州愚记贸易有限公司</th>\n",
       "      <th>电商产品经理</th>\n",
       "      <th>10-15k·13薪</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州百田</th>\n",
       "      <th>项目发行PM（二次元） (MJ000855)</th>\n",
       "      <th>20-28k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>康方生物</th>\n",
       "      <th>医药产品经理</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>恒瑞医药-江苏科信医药销售有限公司</th>\n",
       "      <th>临床项目经理PM</th>\n",
       "      <th>20-28k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">恩梯梯数据(中国)</th>\n",
       "      <th>数字营销PM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>活动PM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>自动驾驶（硬件）产品经理</th>\n",
       "      <th>25-50k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th>产品经理-产品企划(J13606)</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-产品企划（鞋类）(J13091)</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某上海大型医疗器械公司</th>\n",
       "      <th>产品销售经理-广州</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型快消品公司</th>\n",
       "      <th>Product Manager</th>\n",
       "      <th>25-30k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
       "      <th>Assistant Product Manager / Product Manager</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型食品/饮料/日化公司</th>\n",
       "      <th>AI应用产品经理/港资企业正编/双休WLB</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州IT服务公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型机械/设备公司</th>\n",
       "      <th>产品经理/Product Manager</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>eWMS Product Manager</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州电气机械/器材公司</th>\n",
       "      <th>硬件产品经理</th>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州计算机软件上市公司</th>\n",
       "      <th>软件产品经理</th>\n",
       "      <th>25-40k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州贸易进出口公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>25-29k</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">某知名公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>15-30k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>化妆品原料产品经理</th>\n",
       "      <th>30-45k·14薪</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汇丰软件</th>\n",
       "      <th>数码产品经理</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>润建股份</th>\n",
       "      <th>产品经理（企业数字化转型）</th>\n",
       "      <th>6-10k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>英雄互娱科技股份有限公司</th>\n",
       "      <th>游戏PM</th>\n",
       "      <th>15-30k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西门子医疗系统</th>\n",
       "      <th>Product Sales Manager MR 产品销售经理 广州</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                职位数量\n",
       "comp.compName           job.title                                    job.salary comp.compScale      \n",
       "上海汉得信息技术股份有限公司          CRM实施顾问&项目经理PM(J12971)                       11-22k     10000人以上          10\n",
       "丹纳赫                     Automation Product Manager                   20-40k·13薪 5000-10000人       10\n",
       "京邦集团                    产品经理助理                                       5-7k·13薪   100-499人          10\n",
       "仙婷集团                    产品经理（化妆品原料）/Product Manager                  薪资面议       50-99人            10\n",
       "                        助理产品经理（化妆品原料）/APM                            薪资面议       50-99人            10\n",
       "北京外企德科人力资源服务深圳有限公司广州分公司 高级产品PM                                       20-35k     100-499人          10\n",
       "即能科技(广州)有限公司            产品经理                                         18-40k·14薪 1-49人             10\n",
       "复星医药集团                  神外产品销售经理 Product Sales Manager               12-15k·15薪 10000人以上          10\n",
       "嫚熙控股(广州)有限公司            产品策划经理                                       15-25k     1000-2000人        10\n",
       "广东环凯微生物科技有限公司           产品经理（工业消洗产品）                                 12-30k     100-499人          10\n",
       "                        微生物检测产品经理（制药或食品行业方向）                         15-20k·20薪 100-499人          10\n",
       "广州宝洁有限公司                eWMS Product Manager                         薪资面议       10000人以上          10\n",
       "                        eWMS产品经理                                     20-40k·14薪 10000人以上          10\n",
       "广州市新目标电子商务有限公司          产品经理Product Manager                          20-25k     100-499人          10\n",
       "广州愚记贸易有限公司              电商产品经理                                       10-15k·13薪 50-99人            10\n",
       "广州百田                    项目发行PM（二次元） (MJ000855)                       20-28k·13薪 500-999人          10\n",
       "康方生物                    医药产品经理                                       25-30k·14薪 2000-5000人        10\n",
       "恒瑞医药-江苏科信医药销售有限公司       临床项目经理PM                                     20-28k·14薪 10000人以上          10\n",
       "恩梯梯数据(中国)               数字营销PM                                       薪资面议       2000-5000人        10\n",
       "                        活动PM                                         薪资面议       2000-5000人        10\n",
       "文远知行WeRide              自动驾驶（硬件）产品经理                                 25-50k·15薪 100-499人          10\n",
       "斯凯奇中国                   产品经理-产品企划(J13606)                            15-25k     2000-5000人        10\n",
       "                        产品经理-产品企划（鞋类）(J13091)                        14-28k·16薪 2000-5000人        10\n",
       "某上海大型医疗器械公司             产品销售经理-广州                                    20-40k·16薪 10000人以上          10\n",
       "某国内大型快消品公司               Product Manager                             25-30k     2000-5000人        10\n",
       "某国内大型日化公司               Assistant Product Manager / Product Manager  18-30k·13薪 2000-5000人        10\n",
       "某国内大型食品/饮料/日化公司         AI应用产品经理/港资企业正编/双休WLB                        15-24k·13薪 2000-5000人        10\n",
       "某广州IT服务公司               产品经理                                         20-30k     100-499人          20\n",
       "某广州大型机械/设备公司            产品经理/Product Manager                         20-30k     500-999人          10\n",
       "某广州大型食品/饮料/酒水公司         eWMS Product Manager                         20-40k·15薪 10000人以上          10\n",
       "某广州电气机械/器材公司            硬件产品经理                                       30-50k·14薪 1-49人             10\n",
       "某广州计算机软件上市公司            软件产品经理                                       25-40k     5000-10000人       10\n",
       "某广州贸易进出口公司              产品经理                                         25-29k     50-99人            10\n",
       "某知名公司                   产品经理                                         15-30k·15薪 100-499人          10\n",
       "                        化妆品原料产品经理                                    30-45k·14薪 50-99人            10\n",
       "汇丰软件                    数码产品经理                                       薪资面议       2000-5000人        10\n",
       "润建股份                    产品经理（企业数字化转型）                                6-10k      5000-10000人       10\n",
       "英雄互娱科技股份有限公司            游戏PM                                         15-30k·13薪 1000-2000人        10\n",
       "西门子医疗系统                 Product Sales Manager MR 产品销售经理 广州           薪资面议       5000-10000人       10"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析.groupby(['comp.compName','job.title','job.salary','comp.compScale']).agg(职位数量 = ('job.title','count'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6ef69da3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">广州</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">IT服务</th>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州IT服务公司</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某知名公司</th>\n",
       "      <th>15-30k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人工智能</th>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>25-50k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>12-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>某上海大型医疗器械公司</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">日化</th>\n",
       "      <th>某国内大型快消品公司</th>\n",
       "      <th>25-30k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>机械/设备</th>\n",
       "      <th>某广州大型机械/设备公司</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <th>汇丰软件</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贸易/进出口</th>\n",
       "      <th>某知名公司</th>\n",
       "      <th>30-45k·14薪</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">广州-天河区</th>\n",
       "      <th>IT服务</th>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人力资源服务</th>\n",
       "      <th>北京外企德科人力资源服务深圳有限公司广州分公司</th>\n",
       "      <th>20-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>丹纳赫</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">日化</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州宝洁有限公司</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>薪资面议</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">服装/纺织/皮革</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15-25k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏</th>\n",
       "      <th>广州百田</th>\n",
       "      <th>20-28k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">贸易/进出口</th>\n",
       "      <th>仙婷集团</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州贸易进出口公司</th>\n",
       "      <th>25-29k</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>通信设备</th>\n",
       "      <th>润建股份</th>\n",
       "      <th>6-10k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">广州-海珠区</th>\n",
       "      <th>制药</th>\n",
       "      <th>恒瑞医药-江苏科信医药销售有限公司</th>\n",
       "      <th>20-28k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏</th>\n",
       "      <th>英雄互娱科技股份有限公司</th>\n",
       "      <th>15-30k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电气机械/器材</th>\n",
       "      <th>某广州电气机械/器材公司</th>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">广州-番禺区</th>\n",
       "      <th>IT服务</th>\n",
       "      <th>广州市新目标电子商务有限公司</th>\n",
       "      <th>20-25k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <th>上海汉得信息技术股份有限公司</th>\n",
       "      <th>11-22k</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电子/半导体/集成电路</th>\n",
       "      <th>京邦集团</th>\n",
       "      <th>5-7k·13薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-白云区</th>\n",
       "      <th>互联网</th>\n",
       "      <th>嫚熙控股(广州)有限公司</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <th>某国内大型食品/饮料/日化公司</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">广州-越秀区</th>\n",
       "      <th>专业技术服务</th>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">制药</th>\n",
       "      <th>复星医药集团</th>\n",
       "      <th>12-15k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>康方生物</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>西门子医疗系统</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>批发/零售</th>\n",
       "      <th>广州愚记贸易有限公司</th>\n",
       "      <th>10-15k·13薪</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-黄埔区</th>\n",
       "      <th>制药</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <th>某广州计算机软件上市公司</th>\n",
       "      <th>25-40k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                            职位数量\n",
       "job.dq comp.compIndustry comp.compName           job.salary comp.compScale      \n",
       "广州     IT服务              恩梯梯数据(中国)               薪资面议       2000-5000人        10\n",
       "                         某广州IT服务公司               20-30k     100-499人          20\n",
       "                         某知名公司                   15-30k·15薪 100-499人          10\n",
       "       人工智能              文远知行WeRide              25-50k·15薪 100-499人          10\n",
       "       制药                广东环凯微生物科技有限公司           12-30k     100-499人          10\n",
       "       医疗器械              某上海大型医疗器械公司             20-40k·16薪 10000人以上          10\n",
       "       日化                某国内大型快消品公司              25-30k     2000-5000人        10\n",
       "                         某国内大型日化公司               18-30k·13薪 2000-5000人        10\n",
       "       机械/设备             某广州大型机械/设备公司            20-30k     500-999人          10\n",
       "       计算机软件             汇丰软件                    薪资面议       2000-5000人        10\n",
       "       贸易/进出口            某知名公司                   30-45k·14薪 50-99人            10\n",
       "       食品/饮料/酒水          某广州大型食品/饮料/酒水公司         20-40k·15薪 10000人以上          10\n",
       "广州-天河区 IT服务              恩梯梯数据(中国)               薪资面议       2000-5000人        10\n",
       "       人力资源服务            北京外企德科人力资源服务深圳有限公司广州分公司 20-35k     100-499人          10\n",
       "       医疗器械              丹纳赫                     20-40k·13薪 5000-10000人       10\n",
       "       日化                广州宝洁有限公司                20-40k·14薪 10000人以上          10\n",
       "                                                 薪资面议       10000人以上          10\n",
       "       服装/纺织/皮革          斯凯奇中国                   14-28k·16薪 2000-5000人        10\n",
       "                                                 15-25k     2000-5000人        10\n",
       "       游戏                广州百田                    20-28k·13薪 500-999人          10\n",
       "       贸易/进出口            仙婷集团                    薪资面议       50-99人            20\n",
       "                         某广州贸易进出口公司              25-29k     50-99人            10\n",
       "       通信设备              润建股份                    6-10k      5000-10000人       10\n",
       "广州-海珠区 制药                恒瑞医药-江苏科信医药销售有限公司       20-28k·14薪 10000人以上          10\n",
       "       游戏                英雄互娱科技股份有限公司            15-30k·13薪 1000-2000人        10\n",
       "       电气机械/器材           某广州电气机械/器材公司            30-50k·14薪 1-49人             10\n",
       "广州-番禺区 IT服务              广州市新目标电子商务有限公司          20-25k     100-499人          10\n",
       "       互联网               上海汉得信息技术股份有限公司          11-22k     10000人以上          10\n",
       "       电子/半导体/集成电路       京邦集团                    5-7k·13薪   100-499人          10\n",
       "广州-白云区 互联网               嫚熙控股(广州)有限公司            15-25k     1000-2000人        10\n",
       "       食品/饮料/酒水          某国内大型食品/饮料/日化公司         15-24k·13薪 2000-5000人        10\n",
       "广州-越秀区 专业技术服务            即能科技(广州)有限公司            18-40k·14薪 1-49人             10\n",
       "       制药                复星医药集团                  12-15k·15薪 10000人以上          10\n",
       "                         康方生物                    25-30k·14薪 2000-5000人        10\n",
       "       医疗器械              西门子医疗系统                 薪资面议       5000-10000人       10\n",
       "       批发/零售             广州愚记贸易有限公司              10-15k·13薪 50-99人            10\n",
       "广州-黄埔区 制药                广东环凯微生物科技有限公司           15-20k·20薪 100-499人          10\n",
       "       计算机软件             某广州计算机软件上市公司            25-40k     5000-10000人       10"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析.groupby(['job.dq','comp.compIndustry','comp.compName','job.salary','comp.compScale']).agg(职位数量 = ('comp.compName','count'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "93f8ed9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_产品经理.to_excel('output_liepin.xlsx') #导出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5153c55b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "91451fa4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d56875d6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ec163e94",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "938dcd35",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d77d3d5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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